{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "242b0f27",
   "metadata": {},
   "source": [
    "## 1、准备工作"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "1ff090a2",
   "metadata": {},
   "outputs": [],
   "source": [
    "from requests_html import HTMLSession\n",
    "import json\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c465c795",
   "metadata": {},
   "outputs": [],
   "source": [
    "url = \"https://apic.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": \"050020\",\n",
    "            \"dq\": \"050020\",\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": 1,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": \"产品经理\",\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"input\",\n",
    "            \"skId\": \"\",\n",
    "            \"fkId\": \"\",\n",
    "            \"ckId\": \"h2c8pxojavrmo1w785z7ueih2ybfpux8\",\n",
    "            \"suggest\": None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "# create an HTML session using Requests-HTML\n",
    "session = HTMLSession()\n",
    "\n",
    "# set the headers\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': 'inited_user=b8faa15420c7eded47327bee6c5734a6; __uuid=1682058870176.72; __tlog=1682058870242.41%7C00000000%7C00000000%7Cs_00_t00%7Cs_00_t00; XSRF-TOKEN=rdn_s75WQ-KTVaJhPTBa1g; __gc_id=ff57e80a0b094c7a9d73a263b2a4efef; _ga=GA1.1.1170559303.1682058890; acw_tc=ac11000116820588907527969e00cb0a5b19e12112c7c1f8a88dc54d8c5673; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1682058891; UniqueKey=608aa5aca394915740d501f6e766523c; liepin_login_valid=0; lt_auth=s75bO3ICmVSqsiTfgGJX4qlNjYmtWG3JpnkMgh5R1oO8DvCz4P%2FmQA%2BFqrEG9CoIqxkgdqkzMLb2N%2Bj7wXpL6kUX%2F1Gkk565t%2FOz1C4KTuJhL%2Falh6r0l8jVQ5YhlCwCwSJmoC8Rw0ui5i0yW5fT2WP1t5nX342my%2FP0iCyWqBg8; access_system=C; user_roles=0; need_bind_tel=false; new_user=true; c_flag=042ff7ab7cf5e973a0e4f0193e380128; _h_ld_auth_=794c134a02e730232879415bb1fd9cb5; fe_im_socketSequence_new_2=1_0_0; imClientId_2=1514d04033c003de941e001b804c887a; imId_2=1514d04033c003de76f5ec2df67915bd; imApp_2=1; fe_im_connectJson_2=%7B%222_608aa5aca394915740d501f6e766523c%22%3A%7B%22socketConnect%22%3A%222%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; inited_user=b8faa15420c7eded47327bee6c5734a6; imClientId=1514d04033c003def7d26b05eca1f37d; imId=1514d04033c003de814473281076d814; imClientId_0=1514d04033c003def7d26b05eca1f37d; imId_0=1514d04033c003de814473281076d814; imApp_0=1; user_photo=5f8fa3bdea60860b75385c7e08u.png; user_name=%E7%BA%AA%E7%A7%8B%E9%9C%9E; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1682059497; __session_seq=14; __uv_seq=14; fe_im_socketSequence_new_0=2_2_2; fe_im_connectJson_0=%7B%220_608aa5aca394915740d501f6e766523c%22%3A%7B%22socketConnect%22%3A%223%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; fe_im_opened_pages=; _ga_54YTJKWN86=GS1.1.1682058889.1.1.1682059572.0.0.0',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/112.0.0.0 Safari/537.36 Edg/112.0.1722.48',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': 'bb07c480-759d-458b-9bdc-16f857dffdde',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'rdn_s75WQ-KTVaJhPTBa1g'\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "878c9861",
   "metadata": {},
   "source": [
    "## 获取单页数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "484d7c84",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'flag': 1, 'data': {'data': {'compList': [], 'jobCardList': [{'recruiter': {'recruiterName': '谢先生', 'recruiterTitle': '', 'chatted': False, 'imId': 'b7b0d28a0fa67da1f4067025f1d6ce6f', 'imUserType': '2', 'recruiterId': 'b7b40e6c60ce3f83edfb03140d359c64', 'recruiterPhoto': '5f8f986c79c7cc70efbf36c808u.jpg'}, 'dataParams': '{\"jobId\":\"40209551\",\"recruiterName\":\"谢先生\",\"imId\":\"b7b0d28a0fa67da1f4067025f1d6ce6f\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"userId\":\"b7b40e6c60ce3f83edfb03140d359c64\",\"recruiterPhoto\":\"5f8f986c79c7cc70efbf36c808u.jpg\"}', 'job': {'labels': ['金融产品'], 'topJob': False, 'jobId': '40209551', 'salary': '8-20k', 'dq': '广州', 'title': '金融产品经理', 'refreshTime': '20230404132849', 'jobKind': '2', 'pcOuterLink': '', 'h5OuterLink': '', 'requireWorkYears': '经验不限', 'link': 'https://www.liepin.com/job/1940209551.shtml', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=0', 'requireEduLevel': '统招本科'}, 'comp': {'compName': '广发证券股份有限公司广州分公司', 'compStage': '港股上市', 'compLogo': '60ab7b474005a2070875f99702u.png', 'compId': 9874217, 'compIndustry': '基金/证券/期货', 'link': 'https://www.liepin.com/company/9874217/', 'compScale': '2000-5000人'}, 'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2240209551%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'}, {'recruiter': {'recruiterName': '李女士', 'recruiterTitle': '', 'chatted': False, 'imId': 'a1326b4aa031c190160bef405ccde8ba', 'imUserType': '2', 'recruiterId': '9d9295f7a1f638c6236e426b5716e306', 'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'}, 'dataParams': '{\"jobId\":\"39692293\",\"recruiterName\":\"李女士\",\"imId\":\"a1326b4aa031c190160bef405ccde8ba\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"userId\":\"9d9295f7a1f638c6236e426b5716e306\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}', 'job': {'labels': ['金融产品'], 'topJob': False, 'jobId': '39692293', 'salary': '10-25k', 'dq': '广州', 'title': '金融产品经理（荔湾）', 'refreshTime': '20230420134556', 'jobKind': '2', 'pcOuterLink': '', 'h5OuterLink': '', 'requireWorkYears': '经验不限', 'link': 'https://www.liepin.com/job/1939692293.shtml', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=1&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=1', 'requireEduLevel': '本科'}, 'comp': {'compName': '广发证券股份有限公司广州分公司', 'compStage': '港股上市', 'compLogo': '60ab7b474005a2070875f99702u.png', 'compId': 9874217, 'compIndustry': '基金/证券/期货', 'link': 'https://www.liepin.com/company/9874217/', 'compScale': '2000-5000人'}, 'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2239692293%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'}, {'recruiter': {'recruiterName': '齐先生', 'recruiterTitle': '产品部负责人', 'chatted': False, 'imId': '0c36a1c214fef01084fd6902234556e6', 'imUserType': '2', 'recruiterId': '2d5b7f3f9079eb1510d3dc2c58900bee', 'recruiterPhoto': '640aef4747903463b532bd2c01u.png'}, 'dataParams': '{\"jobId\":\"56880719\",\"recruiterName\":\"齐先生\",\"imId\":\"0c36a1c214fef01084fd6902234556e6\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"userId\":\"2d5b7f3f9079eb1510d3dc2c58900bee\",\"recruiterPhoto\":\"640aef4747903463b532bd2c01u.png\"}', 'job': {'labels': ['产品研发', '售后精品', '汽车周边', '产品管理'], 'topJob': False, 'jobId': '56880719', 'salary': '20-24k·15薪', 'dq': '广州-海珠区', 'title': '综合产品经理', 'refreshTime': '20230312214411', 'jobKind': '2', 'pcOuterLink': '', 'h5OuterLink': '', 'requireWorkYears': '经验不限', 'link': 'https://www.liepin.com/job/1956880719.shtml', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=2&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=2', 'requireEduLevel': '本科'}, 'comp': {'compName': '超境汽车', 'compStage': 'B轮', 'compLogo': '634e43cd5f9dbd49324c45d307u.png', 'compId': 13304915, 'compIndustry': '整车制造', 'link': 'https://www.liepin.com/company/13304915/', 'compScale': '100-499人'}, 'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2256880719%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'}, {'recruiter': {'recruiterName': '赵先生', 'recruiterTitle': '主管', 'chatted': False, 'imId': '1e5498df4dce42a25d79fdba0a3967fa', 'imUserType': '2', 'recruiterId': '2d0de3bc235cbab3fc2fe9bd357df766', 'recruiterPhoto': '5f8f986c79c7cc70efbf36c808u.jpg'}, 'dataParams': '{\"jobId\":\"57774837\",\"recruiterName\":\"赵先生\",\"imId\":\"1e5498df4dce42a25d79fdba0a3967fa\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"userId\":\"2d0de3bc235cbab3fc2fe9bd357df766\",\"recruiterPhoto\":\"5f8f986c79c7cc70efbf36c808u.jpg\"}', 'job': {'labels': ['证券类'], 'topJob': False, 'jobId': '57774837', 'salary': '95-190k', 'dq': '广州-越秀区', 'title': '金融产品经理', 'refreshTime': '20230413144105', 'jobKind': '2', 'pcOuterLink': '', 'h5OuterLink': '', 'requireWorkYears': '经验不限', 'link': 'https://www.liepin.com/job/1957774837.shtml', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=3&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=3', 'requireEduLevel': '本科'}, 'comp': {'compName': '广发证券', 'compStage': '已上市', 'compLogo': '5bfea33774719d2aa34c7eb903a.png', 'compId': 1421537, 'compIndustry': '基金/证券/期货', 'link': 'https://www.liepin.com/company/1421537/', 'compScale': '5000-10000人'}, 'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2257774837%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'}, {'recruiter': {'recruiterName': '陈先生', 'recruiterTitle': '', 'chatted': False, 'imId': 'cde70153db2be71b46fdeacabc467e13', 'imUserType': '2', 'recruiterId': 'bff8ec01d90be3ea5ed16923a471d079', 'recruiterPhoto': '5f8f98698dbe6273dcf8516008u.jpg'}, 'dataParams': '{\"jobId\":\"56178225\",\"recruiterName\":\"陈先生\",\"imId\":\"cde70153db2be71b46fdeacabc467e13\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"userId\":\"bff8ec01d90be3ea5ed16923a471d079\",\"recruiterPhoto\":\"5f8f98698dbe6273dcf8516008u.jpg\"}', 'job': {'labels': ['AI人工智能产品', '增长产品', '电子/半导体/集成电路', '人工智能', '科研/技术服务', '制造业', '竞品分析', '需求调研', '市场调研', '需求分析'], 'topJob': False, 'jobId': '56178225', 'salary': '20-30k·15薪', 'dq': '广州-黄埔区', 'title': '工业软件类产品经理', 'refreshTime': '20230421144646', 'jobKind': '2', 'pcOuterLink': '', 'h5OuterLink': '', 'requireWorkYears': '经验不限', 'link': 'https://www.liepin.com/job/1956178225.shtml', 'advViewFlag': False, 'dataPromId': 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'曾先生', 'recruiterTitle': '产品总监', 'chatted': False, 'imId': '620a8f9c7cea1534b0b324cf6014f601', 'imUserType': '2', 'recruiterId': '2163b67679c30c9e978371017cab98df', 'recruiterPhoto': '5f8f98698dbe6273dcf8516008u.jpg'}, 'dataParams': '{\"jobId\":\"50819475\",\"recruiterName\":\"曾先生\",\"imId\":\"620a8f9c7cea1534b0b324cf6014f601\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"userId\":\"2163b67679c30c9e978371017cab98df\",\"recruiterPhoto\":\"5f8f98698dbe6273dcf8516008u.jpg\"}', 'job': {'labels': ['金融产品', '风控产品', 'AI人工智能产品'], 'topJob': False, 'jobId': '50819475', 'salary': '20-30k', 'dq': '广州-天河区', 'title': '金融数据产品经理', 'refreshTime': '20220701160913', 'jobKind': '2', 'pcOuterLink': '', 'h5OuterLink': '', 'requireWorkYears': '经验不限', 'link': 'https://www.liepin.com/job/1950819475.shtml', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=36&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=36', 'requireEduLevel': '本科'}, 'comp': {'compName': '惠龙邦', 'compStage': '天使轮', 'compLogo': '62539bd454fa06672bd3111f05u.jpg', 'compId': 13185809, 'compIndustry': '科技金融', 'link': 'https://www.liepin.com/company/13185809/', 'compScale': '1-49人'}, 'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2250819475%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'}, {'recruiter': {'recruiterName': '赵先生', 'recruiterTitle': 'HRBP', 'chatted': False, 'imId': '6250aaca3ec943b478efc05f67c8e059', 'imUserType': '2', 'recruiterId': 'de463aab8b07bb8a0c3300b787802c45', 'recruiterPhoto': '5f8f986bdfb13a7dee342f2108u.jpg'}, 'dataParams': '{\"jobId\":\"54470799\",\"recruiterName\":\"赵先生\",\"imId\":\"6250aaca3ec943b478efc05f67c8e059\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"userId\":\"de463aab8b07bb8a0c3300b787802c45\",\"recruiterPhoto\":\"5f8f986bdfb13a7dee342f2108u.jpg\"}', 'job': {'labels': ['产品规划'], 'topJob': False, 'jobId': '54470799', 'salary': '15-20k', 'dq': '广州-白云区', 'title': '产品策划经理', 'refreshTime': '20221126193855', 'jobKind': '2', 'pcOuterLink': '', 'h5OuterLink': '', 'requireWorkYears': '经验不限', 'link': 'https://www.liepin.com/job/1954470799.shtml', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=37&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=37', 'requireEduLevel': '统招本科'}, 'comp': {'compName': '东呈集团', 'compLogo': '6166904c0270aa179ab212c001u.png', 'compId': 7943190, 'compIndustry': '酒店/民宿', 'link': 'https://www.liepin.com/company/7943190/', 'compScale': '10000人以上'}, 'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2254470799%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'}, {'recruiter': {'recruiterName': '郑先生', 'recruiterTitle': '产品经理', 'chatted': False, 'imId': '431186eac4296abce030375514342674', 'imUserType': '2', 'recruiterId': 'bf206d9899a4e0531bbbd5314febbce1', 'recruiterPhoto': '5f8f986bdfb13a7dee342f2108u.jpg'}, 'dataParams': '{\"jobId\":\"24843993\",\"recruiterName\":\"郑先生\",\"imId\":\"431186eac4296abce030375514342674\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"userId\":\"bf206d9899a4e0531bbbd5314febbce1\",\"recruiterPhoto\":\"5f8f986bdfb13a7dee342f2108u.jpg\"}', 'job': {'labels': ['化妆品销售总监'], 'topJob': False, 'jobId': '24843993', 'salary': '7-12k', 'dq': '广州', 'title': '产品经理/主管', 'refreshTime': '20191120100426', 'jobKind': '2', 'pcOuterLink': '', 'h5OuterLink': '', 'requireWorkYears': '经验不限', 'link': 'https://www.liepin.com/job/1924843993.shtml', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=38&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=38', 'requireEduLevel': '本科'}, 'comp': {'compName': '广州新视野化妆品有限公司', 'compLogo': '61b07937d0458d53c627567e02u.jpg', 'compId': 10260679, 'compIndustry': '批发/零售', 'link': 'https://www.liepin.com/company/10260679/', 'compScale': '1-49人'}, 'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2224843993%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'}, {'recruiter': {'recruiterName': '王先生', 'recruiterTitle': '合伙人', 'chatted': False, 'imId': '5f3473079fe7d907dfb6df235db455f2', 'imUserType': '2', 'recruiterId': 'cd7ad3180b3da658793aa6e6534d8619', 'recruiterPhoto': '5f8f986c79c7cc70efbf36c808u.jpg'}, 'dataParams': '{\"jobId\":\"32939013\",\"recruiterName\":\"王先生\",\"imId\":\"5f3473079fe7d907dfb6df235db455f2\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"userId\":\"cd7ad3180b3da658793aa6e6534d8619\",\"recruiterPhoto\":\"5f8f986c79c7cc70efbf36c808u.jpg\"}', 'job': {'labels': ['saas'], 'topJob': False, 'jobId': '32939013', 'salary': '10-20k', 'dq': '广州-黄埔区', 'title': '产品经理（合伙人）', 'refreshTime': '20211018160909', 'jobKind': '2', 'pcOuterLink': '', 'h5OuterLink': '', 'requireWorkYears': '经验不限', 'link': 'https://www.liepin.com/job/1932939013.shtml', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=39', 'requireEduLevel': '统招本科'}, 'comp': {'compName': '广州数方网络科技有限公司', 'compLogo': '61b07937d0458d53c627567e02u.jpg', 'compId': 12244247, 'compIndustry': '培训服务', 'link': 'https://www.liepin.com/company/12244247/', 'compScale': '1-49人'}, 'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2232939013%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'}]}, 'passThroughData': {'sfrom': 'search_job_pc', 'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8'}, 'pagination': {'totalPage': 20, 'pageSize': 40, 'currentPage': 1, 'totalCounts': 800, 'hasNext': False}}}\n"
     ]
    }
   ],
   "source": [
    "# send a POST request with headers\n",
    "r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "2a9f330d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataParams</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>...</th>\n",
       "      <th>job.advViewFlag</th>\n",
       "      <th>job.dataPromId</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compScale</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>{\"jobId\":\"40209551\",\"recruiterName\":\"谢先生\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>谢先生</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>b7b0d28a0fa67da1f4067025f1d6ce6f</td>\n",
       "      <td>2</td>\n",
       "      <td>b7b40e6c60ce3f83edfb03140d359c64</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>[金融产品]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>广发证券股份有限公司广州分公司</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>60ab7b474005a2070875f99702u.png</td>\n",
       "      <td>9874217</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>https://www.liepin.com/company/9874217/</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>{\"jobId\":\"39692293\",\"recruiterName\":\"李女士\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>李女士</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>a1326b4aa031c190160bef405ccde8ba</td>\n",
       "      <td>2</td>\n",
       "      <td>9d9295f7a1f638c6236e426b5716e306</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>[金融产品]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>广发证券股份有限公司广州分公司</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>60ab7b474005a2070875f99702u.png</td>\n",
       "      <td>9874217</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>https://www.liepin.com/company/9874217/</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>{\"jobId\":\"56880719\",\"recruiterName\":\"齐先生\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>齐先生</td>\n",
       "      <td>产品部负责人</td>\n",
       "      <td>False</td>\n",
       "      <td>0c36a1c214fef01084fd6902234556e6</td>\n",
       "      <td>2</td>\n",
       "      <td>2d5b7f3f9079eb1510d3dc2c58900bee</td>\n",
       "      <td>640aef4747903463b532bd2c01u.png</td>\n",
       "      <td>[产品研发, 售后精品, 汽车周边, 产品管理]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>超境汽车</td>\n",
       "      <td>B轮</td>\n",
       "      <td>634e43cd5f9dbd49324c45d307u.png</td>\n",
       "      <td>13304915</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>https://www.liepin.com/company/13304915/</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>{\"jobId\":\"57774837\",\"recruiterName\":\"赵先生\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>赵先生</td>\n",
       "      <td>主管</td>\n",
       "      <td>False</td>\n",
       "      <td>1e5498df4dce42a25d79fdba0a3967fa</td>\n",
       "      <td>2</td>\n",
       "      <td>2d0de3bc235cbab3fc2fe9bd357df766</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>[证券类]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>已上市</td>\n",
       "      <td>5bfea33774719d2aa34c7eb903a.png</td>\n",
       "      <td>1421537</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>https://www.liepin.com/company/1421537/</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>{\"jobId\":\"56178225\",\"recruiterName\":\"陈先生\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>陈先生</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>cde70153db2be71b46fdeacabc467e13</td>\n",
       "      <td>2</td>\n",
       "      <td>bff8ec01d90be3ea5ed16923a471d079</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>[AI人工智能产品, 增长产品, 电子/半导体/集成电路, 人工智能, 科研/技术服务, 制...</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>琶洲实验室(黄埔)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>13271473</td>\n",
       "      <td>政府/公共事业</td>\n",
       "      <td>https://www.liepin.com/company/13271473/</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>{\"jobId\":\"57627715\",\"recruiterName\":\"黄女士\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>黄女士</td>\n",
       "      <td>Hr</td>\n",
       "      <td>False</td>\n",
       "      <td>8fb7105677c9b7ae5cdc5609f64d71df</td>\n",
       "      <td>2</td>\n",
       "      <td>4c2f3f16d6f207471cdad3e4ea2af6e8</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>[风控产品, 金融产品, 供应链产品, 金融行业, 金融理财/贷款, 房地产金融, 产品设计...</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>广金征信</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61c1924e642c8c0bf718876205u.png</td>\n",
       "      <td>12447389</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>https://www.liepin.com/company/12447389/</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>{\"jobId\":\"56894805\",\"recruiterName\":\"庞先生\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>庞先生</td>\n",
       "      <td>招聘顾问</td>\n",
       "      <td>False</td>\n",
       "      <td>c8360f4548e3ad196c5c4f00792ec441</td>\n",
       "      <td>2</td>\n",
       "      <td>aad3d8eccb18b5d98f883f916cd83b3b</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>[直播, 数据分析]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>广东货多多物流科技股份有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61a300391bd4fb704ed9330d05u.jpg</td>\n",
       "      <td>13222749</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>https://www.liepin.com/company/13222749/</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>{\"jobId\":\"48569067\",\"recruiterName\":\"马女士\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>马女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>False</td>\n",
       "      <td>6067d2c624a88faaf0e943e3aa9ed4a9</td>\n",
       "      <td>2</td>\n",
       "      <td>b6316bedce83f31ea70e655910d89215</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>[高通量测序, 质谱, 组学]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>硕士</td>\n",
       "      <td>深圳承启生物科技有限公司</td>\n",
       "      <td>B轮</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>8620614</td>\n",
       "      <td>生物技术</td>\n",
       "      <td>https://www.liepin.com/company/8620614/</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>{\"jobId\":\"48899397\",\"recruiterName\":\"杨女士\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>杨女士</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>e2fcfbd34022bdbe8d0518f0e699d577</td>\n",
       "      <td>2</td>\n",
       "      <td>ac53287cf887cb447b2552f18be0733a</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>[酒店行业, 烟草酒水, 住宿/餐饮业, 旅游行业]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>大专</td>\n",
       "      <td>广州喜玩国际旅行社有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60f0ea83310b5804943562da04u.png</td>\n",
       "      <td>12832725</td>\n",
       "      <td>旅游</td>\n",
       "      <td>https://www.liepin.com/company/12832725/</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>{\"jobId\":\"55865791\",\"recruiterName\":\"范先生\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>范先生</td>\n",
       "      <td>人力资源总监</td>\n",
       "      <td>False</td>\n",
       "      <td>1f47205dfe869e16ee7b65a82243fe9b</td>\n",
       "      <td>2</td>\n",
       "      <td>9ba47e9cb781604871dc722f3e2cde0f</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>三和创赢资产管理(深圳)有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>12322507</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>https://www.liepin.com/company/12322507/</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>{\"jobId\":\"39590177\",\"recruiterName\":\"李女士\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>李女士</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>3b6165853891b4ee4383db9bf147ecbd</td>\n",
       "      <td>2</td>\n",
       "      <td>dcd1dddf83030297f7380afd6294198b</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>[金融产品]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>广发证券股份有限公司广州分公司</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>60ab7b474005a2070875f99702u.png</td>\n",
       "      <td>9874217</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>https://www.liepin.com/company/9874217/</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>{\"jobId\":\"35501707\",\"recruiterName\":\"冯先生\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>冯先生</td>\n",
       "      <td>南方分公司总经理</td>\n",
       "      <td>False</td>\n",
       "      <td>d923c64c949977aa4a7a04e7d95591ea</td>\n",
       "      <td>2</td>\n",
       "      <td>d2ac9a8cac5bbad3e8c85cbad3b5eaf1</td>\n",
       "      <td>60fa5ce8df272149fdbf40d404u.png</td>\n",
       "      <td>[有药品推广经验]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>上药国风</td>\n",
       "      <td>战略投资</td>\n",
       "      <td>5bfe92c074719d9f609a7b5803a.png</td>\n",
       "      <td>8586248</td>\n",
       "      <td>制药</td>\n",
       "      <td>https://www.liepin.com/company/8586248/</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>{\"jobId\":\"57760491\",\"recruiterName\":\"华先生\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>华先生</td>\n",
       "      <td>HR</td>\n",
       "      <td>False</td>\n",
       "      <td>49d14703a0acbdc96ee1c099e8f099da</td>\n",
       "      <td>2</td>\n",
       "      <td>4e80374f2d54473f6a78bbbd1d0670de</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>[内容产品, 产品设计]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>江苏新日电动车有限公司网站</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>5bfea07874719d2aa34bf84b03a.png</td>\n",
       "      <td>1066468</td>\n",
       "      <td>汽车零部件及配件</td>\n",
       "      <td>https://www.liepin.com/company/1066468/</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>{\"jobId\":\"55865853\",\"recruiterName\":\"范先生\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>范先生</td>\n",
       "      <td>人力资源总监</td>\n",
       "      <td>False</td>\n",
       "      <td>1f47205dfe869e16ee7b65a82243fe9b</td>\n",
       "      <td>2</td>\n",
       "      <td>9ba47e9cb781604871dc722f3e2cde0f</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>三和创赢资产管理(深圳)有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>12322507</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>https://www.liepin.com/company/12322507/</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>{\"jobId\":\"53309779\",\"recruiterName\":\"颜女士\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>颜女士</td>\n",
       "      <td>人事</td>\n",
       "      <td>False</td>\n",
       "      <td>f4bc28e61040dab1c93dddf05a795d5c</td>\n",
       "      <td>2</td>\n",
       "      <td>93f83bf9782514f16a294ddee29b6df1</td>\n",
       "      <td>6353b3472543000378bf170d06u.png</td>\n",
       "      <td>[产品]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>大专</td>\n",
       "      <td>壹帮贷</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>62356300eb1f3f771fc8d74905u.jpg</td>\n",
       "      <td>9979087</td>\n",
       "      <td>其他金融</td>\n",
       "      <td>https://www.liepin.com/company/9979087/</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>{\"jobId\":\"53500989\",\"recruiterName\":\"娄先生\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>娄先生</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>False</td>\n",
       "      <td>2ffa8fb08c70eb0af7021d47b9950d0b</td>\n",
       "      <td>2</td>\n",
       "      <td>76fd9923d36f29acbba676ac01c0312a</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>重庆新赛亚生物科技有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5df710cecd52473b9406564e04u.png</td>\n",
       "      <td>9630390</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>https://www.liepin.com/company/9630390/</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>{\"jobId\":\"51518577\",\"recruiterName\":\"黄女士\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>黄女士</td>\n",
       "      <td>招聘经理/主管</td>\n",
       "      <td>False</td>\n",
       "      <td>3243574f293a8d900e33f8ac54fbf39e</td>\n",
       "      <td>2</td>\n",
       "      <td>5b9ab7c2faadaf65ab11eb16ab3fb853</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>[电商, 产品, 供应链]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>字节跳动</td>\n",
       "      <td>其他</td>\n",
       "      <td>5d887b5528021708fa52b44403u.jpg</td>\n",
       "      <td>7863078</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/7863078/</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>{\"jobId\":\"50049661\",\"recruiterName\":\"杨女士\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>杨女士</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>e2fcfbd34022bdbe8d0518f0e699d577</td>\n",
       "      <td>2</td>\n",
       "      <td>ac53287cf887cb447b2552f18be0733a</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>[韩语]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>大专</td>\n",
       "      <td>广州喜玩国际旅行社有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60f0ea83310b5804943562da04u.png</td>\n",
       "      <td>12832725</td>\n",
       "      <td>旅游</td>\n",
       "      <td>https://www.liepin.com/company/12832725/</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>{\"jobId\":\"54917713\",\"recruiterName\":\"汪先生\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>汪先生</td>\n",
       "      <td>服务员</td>\n",
       "      <td>False</td>\n",
       "      <td>ad1153524f4737fa4b595caf25f6eb7a</td>\n",
       "      <td>2</td>\n",
       "      <td>8d854a54839b5e4540bd293bbc773165</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>[医院]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>广州市雨锦高新科技有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>13328275</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>https://www.liepin.com/company/13328275/</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>{\"jobId\":\"53906437\",\"recruiterName\":\"周先生\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>周先生</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>89fc4deb60552f583417a188cf69ded9</td>\n",
       "      <td>2</td>\n",
       "      <td>979e59e135a854bf967bde6368a9a19c</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>广发证券股份有限公司广州分公司</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>60ab7b474005a2070875f99702u.png</td>\n",
       "      <td>9874217</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>https://www.liepin.com/company/9874217/</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>{\"jobId\":\"55636839\",\"recruiterName\":\"毛先生\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>毛先生</td>\n",
       "      <td>业务总监</td>\n",
       "      <td>False</td>\n",
       "      <td>ee2aff53d45fd11b4b595caf25f6eb7a</td>\n",
       "      <td>2</td>\n",
       "      <td>e9cf70643c7eae8d9e73c46115eab04d</td>\n",
       "      <td>63d78fce00661523d507808007u.png</td>\n",
       "      <td>[电销经理]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>广州汇宸按揭服务有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>13398171</td>\n",
       "      <td>银行</td>\n",
       "      <td>https://www.liepin.com/company/13398171/</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>{\"jobId\":\"56730079\",\"recruiterName\":\"余女士\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>余女士</td>\n",
       "      <td>营销总监</td>\n",
       "      <td>False</td>\n",
       "      <td>d84cb81ad76214c4c5715bb95c1c6de6</td>\n",
       "      <td>2</td>\n",
       "      <td>15e0f493a55c14bb6f3493ae47691f5b</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>[金融产品经理, 五险一金, 定期体检, 带薪年假, 专业培训, 绩效奖金]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>广发证券股份有限公司广州农林下路证券营业部</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>6244e71f327ecf47c93d38e307u.jpg</td>\n",
       "      <td>13453209</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>https://www.liepin.com/company/13453209/</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>{\"jobId\":\"24456645\",\"recruiterName\":\"黄先生\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>黄先生</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>False</td>\n",
       "      <td>3e1095068a7944d4d3eb8c93eeb0aca8</td>\n",
       "      <td>2</td>\n",
       "      <td>9fb629944ff315a480507cf9f41ddd45</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>[客户管理, 合同管理, 保险产品设计, 区域销售]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>长亮</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>5e858fd337483e328d6f71b808u.jpg</td>\n",
       "      <td>3826049</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>https://www.liepin.com/company/3826049/</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>{\"jobId\":\"54125519\",\"recruiterName\":\"杨女士\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>杨女士</td>\n",
       "      <td>招聘专员</td>\n",
       "      <td>False</td>\n",
       "      <td>f8bf248bb5cd4ab8882b84a174d57208</td>\n",
       "      <td>2</td>\n",
       "      <td>8a61e0b7e42060b225a8a83c0cbc4e49</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>[市场调研]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>硕士</td>\n",
       "      <td>深圳市新产业生物医学工程股份有限公司</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>5c666954261c45f22d52ea6306u.jpg</td>\n",
       "      <td>9848125</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>https://www.liepin.com/company/9848125/</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>{\"jobId\":\"23816695\",\"recruiterName\":\"谭先生\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>谭先生</td>\n",
       "      <td>规划部部长</td>\n",
       "      <td>False</td>\n",
       "      <td>ac9c89b8fc90884a351ff05530f680dd</td>\n",
       "      <td>2</td>\n",
       "      <td>354c1d7a343b2ce9c618e418cefc01a4</td>\n",
       "      <td>5aa73c3f8e50ff393a42297706a.png</td>\n",
       "      <td>[项目管理, 产品策划, 汽车用品, 供应链, 生命周期]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>广州众联晟通科技有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>10211243</td>\n",
       "      <td>培训服务</td>\n",
       "      <td>https://www.liepin.com/company/10211243/</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>{\"jobId\":\"47999307\",\"recruiterName\":\"周先生\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>周先生</td>\n",
       "      <td>油脂中心总经理</td>\n",
       "      <td>False</td>\n",
       "      <td>81ed5d674fba0811862955016a79cef0</td>\n",
       "      <td>2</td>\n",
       "      <td>294b91a820e187e5a3c24939ea572f99</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>[消费品, to C, 产品规划, 需求分析, 用户研究, 竞品分析, 产品设计, 产品优化]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>广东合兴食用油有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>12979705</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>https://www.liepin.com/company/12979705/</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>{\"jobId\":\"55980327\",\"recruiterName\":\"胡先生\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>胡先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>False</td>\n",
       "      <td>8293df70a31e423293e1abff31d45a23</td>\n",
       "      <td>2</td>\n",
       "      <td>724911bf520dc40d8f99608c7d1ee0af</td>\n",
       "      <td>63e98cf04b15ad2cab01b29804u.png</td>\n",
       "      <td>[定价/竞价产品, 海外产品, 策略产品, 化妆品, 市场调研, 产品规划, 用户研究, 竞...</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>大专</td>\n",
       "      <td>广州娇肤兰科技有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>13413369</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>https://www.liepin.com/company/13413369/</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>{\"jobId\":\"53594799\",\"recruiterName\":\"黄女士\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>黄女士</td>\n",
       "      <td>总监</td>\n",
       "      <td>False</td>\n",
       "      <td>92e4013889b441b5fdb07c5a03f49b8b</td>\n",
       "      <td>2</td>\n",
       "      <td>4e366650a4524c9c02563d153d186cb7</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>[平台产品, 产品规划, 产品设计, Axure, 需求挖掘, 后台产品, 医疗行业, to...</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>大参林集团</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>5bfea50674719d2aa34cd5f403a.png</td>\n",
       "      <td>1620248</td>\n",
       "      <td>制药</td>\n",
       "      <td>https://www.liepin.com/company/1620248/</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>{\"jobId\":\"24572291\",\"recruiterName\":\"钟女士\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>钟女士</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>False</td>\n",
       "      <td>98edf36b7f36d00f4a7a04e7d95591ea</td>\n",
       "      <td>2</td>\n",
       "      <td>8665c85bb8b8067e91ab131ef8374d4e</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>北京三维天地科技股份有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5d9d75b136bdfe73649d8ada04u.png</td>\n",
       "      <td>889256</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>https://www.liepin.com/company/889256/</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>{\"jobId\":\"55978801\",\"recruiterName\":\"胡先生\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>胡先生</td>\n",
       "      <td>产品创新部副总经理（主持工作）</td>\n",
       "      <td>False</td>\n",
       "      <td>cfb884197789c25a966d2c65245014c5</td>\n",
       "      <td>2</td>\n",
       "      <td>d011cf1ea9220037dae4678703cb61f9</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>[国企, 13薪, 年终奖]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>广金征信</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61c1924e642c8c0bf718876205u.png</td>\n",
       "      <td>12447389</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>https://www.liepin.com/company/12447389/</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>{\"jobId\":\"53561071\",\"recruiterName\":\"任先生\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>任先生</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>False</td>\n",
       "      <td>56fd98006a03185c4eb3c85621fabd5f</td>\n",
       "      <td>2</td>\n",
       "      <td>fbacd66b8dfcad85902603f9a39d9d15</td>\n",
       "      <td>636211157f270e6a8bfd345002u.png</td>\n",
       "      <td>[基金类, 互联网金融类, 股票类]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>大专</td>\n",
       "      <td>武汉花弘私募基金管理有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>13252887</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>https://www.liepin.com/company/13252887/</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>{\"jobId\":\"32885897\",\"recruiterName\":\"李先生\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>李先生</td>\n",
       "      <td>总裁助理/总经理助理</td>\n",
       "      <td>False</td>\n",
       "      <td>c576cd24b33e0ac5063dfc1b00f6daab</td>\n",
       "      <td>2</td>\n",
       "      <td>bffa593d70ffa95afd321cfacda50d38</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>广州锋顺汽车贸易有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>12442535</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/12442535/</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>{\"jobId\":\"48163899\",\"recruiterName\":\"王女士\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>王女士</td>\n",
       "      <td>人力资源伙伴(HRBP)</td>\n",
       "      <td>False</td>\n",
       "      <td>1fb3e61f8926f499f4067025f1d6ce6f</td>\n",
       "      <td>2</td>\n",
       "      <td>6a7083e1f3e2922d3b5fb2b9a2385c0d</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>硕士</td>\n",
       "      <td>予果生物</td>\n",
       "      <td>A轮</td>\n",
       "      <td>5f5efd659d37de58797398ed01u.png</td>\n",
       "      <td>10157239</td>\n",
       "      <td>生物技术</td>\n",
       "      <td>https://www.liepin.com/company/10157239/</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>{\"jobId\":\"43530969\",\"recruiterName\":\"田先生\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>田先生</td>\n",
       "      <td>人力资源招聘HRBP绩效经理</td>\n",
       "      <td>False</td>\n",
       "      <td>3d916811f6aedd61ef38cb0ce6f46cd7</td>\n",
       "      <td>2</td>\n",
       "      <td>5553774e1dfc4bd94e578f26109225be</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>汤臣倍健</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>5ec39993f2540204574caa5008u.jpg</td>\n",
       "      <td>8080810</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>https://www.liepin.com/company/8080810/</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>{\"jobId\":\"49302939\",\"recruiterName\":\"陈先生\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>陈先生</td>\n",
       "      <td>战略总监</td>\n",
       "      <td>False</td>\n",
       "      <td>7d674eab3dfcccae2530c42b38a6feab</td>\n",
       "      <td>2</td>\n",
       "      <td>459ba3d5db567f7d944b94091d59af12</td>\n",
       "      <td>626a051e85a210193f705c4303u.png</td>\n",
       "      <td>[新生儿科, 临床, 护理, 护理类医疗设备]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>深圳市科曼医疗设备有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfe9c1e74719df0ac9a26b903a.png</td>\n",
       "      <td>7898956</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>https://www.liepin.com/company/7898956/</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>{\"jobId\":\"53924103\",\"recruiterName\":\"李女士\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>李女士</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>02e35f2a08b9fc5c3fdfd48a60fa880f</td>\n",
       "      <td>2</td>\n",
       "      <td>669e5f90772d8c1feb368512b0f92d2f</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>[金融产品]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>广发证券股份有限公司广州分公司</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>60ab7b474005a2070875f99702u.png</td>\n",
       "      <td>9874217</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>https://www.liepin.com/company/9874217/</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>{\"jobId\":\"50819475\",\"recruiterName\":\"曾先生\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>曾先生</td>\n",
       "      <td>产品总监</td>\n",
       "      <td>False</td>\n",
       "      <td>620a8f9c7cea1534b0b324cf6014f601</td>\n",
       "      <td>2</td>\n",
       "      <td>2163b67679c30c9e978371017cab98df</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>[金融产品, 风控产品, AI人工智能产品]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>惠龙邦</td>\n",
       "      <td>天使轮</td>\n",
       "      <td>62539bd454fa06672bd3111f05u.jpg</td>\n",
       "      <td>13185809</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>https://www.liepin.com/company/13185809/</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>{\"jobId\":\"54470799\",\"recruiterName\":\"赵先生\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>赵先生</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>False</td>\n",
       "      <td>6250aaca3ec943b478efc05f67c8e059</td>\n",
       "      <td>2</td>\n",
       "      <td>de463aab8b07bb8a0c3300b787802c45</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>[产品规划]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>东呈集团</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6166904c0270aa179ab212c001u.png</td>\n",
       "      <td>7943190</td>\n",
       "      <td>酒店/民宿</td>\n",
       "      <td>https://www.liepin.com/company/7943190/</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>{\"jobId\":\"24843993\",\"recruiterName\":\"郑先生\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>郑先生</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>431186eac4296abce030375514342674</td>\n",
       "      <td>2</td>\n",
       "      <td>bf206d9899a4e0531bbbd5314febbce1</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>[化妆品销售总监]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>广州新视野化妆品有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>10260679</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>https://www.liepin.com/company/10260679/</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>{\"jobId\":\"32939013\",\"recruiterName\":\"王先生\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>王先生</td>\n",
       "      <td>合伙人</td>\n",
       "      <td>False</td>\n",
       "      <td>5f3473079fe7d907dfb6df235db455f2</td>\n",
       "      <td>2</td>\n",
       "      <td>cd7ad3180b3da658793aa6e6534d8619</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>[saas]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>广州数方网络科技有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>12244247</td>\n",
       "      <td>培训服务</td>\n",
       "      <td>https://www.liepin.com/company/12244247/</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           dataParams  \\\n",
       "0   {\"jobId\":\"40209551\",\"recruiterName\":\"谢先生\",\"imI...   \n",
       "1   {\"jobId\":\"39692293\",\"recruiterName\":\"李女士\",\"imI...   \n",
       "2   {\"jobId\":\"56880719\",\"recruiterName\":\"齐先生\",\"imI...   \n",
       "3   {\"jobId\":\"57774837\",\"recruiterName\":\"赵先生\",\"imI...   \n",
       "4   {\"jobId\":\"56178225\",\"recruiterName\":\"陈先生\",\"imI...   \n",
       "5   {\"jobId\":\"57627715\",\"recruiterName\":\"黄女士\",\"imI...   \n",
       "6   {\"jobId\":\"56894805\",\"recruiterName\":\"庞先生\",\"imI...   \n",
       "7   {\"jobId\":\"48569067\",\"recruiterName\":\"马女士\",\"imI...   \n",
       "8   {\"jobId\":\"48899397\",\"recruiterName\":\"杨女士\",\"imI...   \n",
       "9   {\"jobId\":\"55865791\",\"recruiterName\":\"范先生\",\"imI...   \n",
       "10  {\"jobId\":\"39590177\",\"recruiterName\":\"李女士\",\"imI...   \n",
       "11  {\"jobId\":\"35501707\",\"recruiterName\":\"冯先生\",\"imI...   \n",
       "12  {\"jobId\":\"57760491\",\"recruiterName\":\"华先生\",\"imI...   \n",
       "13  {\"jobId\":\"55865853\",\"recruiterName\":\"范先生\",\"imI...   \n",
       "14  {\"jobId\":\"53309779\",\"recruiterName\":\"颜女士\",\"imI...   \n",
       "15  {\"jobId\":\"53500989\",\"recruiterName\":\"娄先生\",\"imI...   \n",
       "16  {\"jobId\":\"51518577\",\"recruiterName\":\"黄女士\",\"imI...   \n",
       "17  {\"jobId\":\"50049661\",\"recruiterName\":\"杨女士\",\"imI...   \n",
       "18  {\"jobId\":\"54917713\",\"recruiterName\":\"汪先生\",\"imI...   \n",
       "19  {\"jobId\":\"53906437\",\"recruiterName\":\"周先生\",\"imI...   \n",
       "20  {\"jobId\":\"55636839\",\"recruiterName\":\"毛先生\",\"imI...   \n",
       "21  {\"jobId\":\"56730079\",\"recruiterName\":\"余女士\",\"imI...   \n",
       "22  {\"jobId\":\"24456645\",\"recruiterName\":\"黄先生\",\"imI...   \n",
       "23  {\"jobId\":\"54125519\",\"recruiterName\":\"杨女士\",\"imI...   \n",
       "24  {\"jobId\":\"23816695\",\"recruiterName\":\"谭先生\",\"imI...   \n",
       "25  {\"jobId\":\"47999307\",\"recruiterName\":\"周先生\",\"imI...   \n",
       "26  {\"jobId\":\"55980327\",\"recruiterName\":\"胡先生\",\"imI...   \n",
       "27  {\"jobId\":\"53594799\",\"recruiterName\":\"黄女士\",\"imI...   \n",
       "28  {\"jobId\":\"24572291\",\"recruiterName\":\"钟女士\",\"imI...   \n",
       "29  {\"jobId\":\"55978801\",\"recruiterName\":\"胡先生\",\"imI...   \n",
       "30  {\"jobId\":\"53561071\",\"recruiterName\":\"任先生\",\"imI...   \n",
       "31  {\"jobId\":\"32885897\",\"recruiterName\":\"李先生\",\"imI...   \n",
       "32  {\"jobId\":\"48163899\",\"recruiterName\":\"王女士\",\"imI...   \n",
       "33  {\"jobId\":\"43530969\",\"recruiterName\":\"田先生\",\"imI...   \n",
       "34  {\"jobId\":\"49302939\",\"recruiterName\":\"陈先生\",\"imI...   \n",
       "35  {\"jobId\":\"53924103\",\"recruiterName\":\"李女士\",\"imI...   \n",
       "36  {\"jobId\":\"50819475\",\"recruiterName\":\"曾先生\",\"imI...   \n",
       "37  {\"jobId\":\"54470799\",\"recruiterName\":\"赵先生\",\"imI...   \n",
       "38  {\"jobId\":\"24843993\",\"recruiterName\":\"郑先生\",\"imI...   \n",
       "39  {\"jobId\":\"32939013\",\"recruiterName\":\"王先生\",\"imI...   \n",
       "\n",
       "                                             dataInfo recruiter.recruiterName  \\\n",
       "0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     谢先生   \n",
       "1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     李女士   \n",
       "2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     齐先生   \n",
       "3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     赵先生   \n",
       "4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     陈先生   \n",
       "5   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     黄女士   \n",
       "6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     庞先生   \n",
       "7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     马女士   \n",
       "8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     杨女士   \n",
       "9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     范先生   \n",
       "10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     李女士   \n",
       "11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     冯先生   \n",
       "12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     华先生   \n",
       "13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     范先生   \n",
       "14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     颜女士   \n",
       "15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     娄先生   \n",
       "16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     黄女士   \n",
       "17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     杨女士   \n",
       "18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     汪先生   \n",
       "19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     周先生   \n",
       "20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     毛先生   \n",
       "21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     余女士   \n",
       "22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     黄先生   \n",
       "23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     杨女士   \n",
       "24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     谭先生   \n",
       "25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     周先生   \n",
       "26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     胡先生   \n",
       "27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     黄女士   \n",
       "28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     钟女士   \n",
       "29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     胡先生   \n",
       "30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     任先生   \n",
       "31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     李先生   \n",
       "32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     王女士   \n",
       "33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     田先生   \n",
       "34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     陈先生   \n",
       "35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     李女士   \n",
       "36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     曾先生   \n",
       "37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     赵先生   \n",
       "38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     郑先生   \n",
       "39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...                     王先生   \n",
       "\n",
       "   recruiter.recruiterTitle  recruiter.chatted  \\\n",
       "0                                        False   \n",
       "1                                        False   \n",
       "2                    产品部负责人              False   \n",
       "3                        主管              False   \n",
       "4                                        False   \n",
       "5                        Hr              False   \n",
       "6                      招聘顾问              False   \n",
       "7                        HR              False   \n",
       "8                                        False   \n",
       "9                    人力资源总监              False   \n",
       "10                                       False   \n",
       "11                 南方分公司总经理              False   \n",
       "12                       HR              False   \n",
       "13                   人力资源总监              False   \n",
       "14                       人事              False   \n",
       "15                     HRBP              False   \n",
       "16                  招聘经理/主管              False   \n",
       "17                                       False   \n",
       "18                      服务员              False   \n",
       "19                                       False   \n",
       "20                     业务总监              False   \n",
       "21                     营销总监              False   \n",
       "22                     HRBP              False   \n",
       "23                     招聘专员              False   \n",
       "24                    规划部部长              False   \n",
       "25                  油脂中心总经理              False   \n",
       "26                     猎头顾问              False   \n",
       "27                       总监              False   \n",
       "28                     HRBP              False   \n",
       "29          产品创新部副总经理（主持工作）              False   \n",
       "30                     人事经理              False   \n",
       "31               总裁助理/总经理助理              False   \n",
       "32             人力资源伙伴(HRBP)              False   \n",
       "33           人力资源招聘HRBP绩效经理              False   \n",
       "34                     战略总监              False   \n",
       "35                                       False   \n",
       "36                     产品总监              False   \n",
       "37                     HRBP              False   \n",
       "38                     产品经理              False   \n",
       "39                      合伙人              False   \n",
       "\n",
       "                      recruiter.imId recruiter.imUserType  \\\n",
       "0   b7b0d28a0fa67da1f4067025f1d6ce6f                    2   \n",
       "1   a1326b4aa031c190160bef405ccde8ba                    2   \n",
       "2   0c36a1c214fef01084fd6902234556e6                    2   \n",
       "3   1e5498df4dce42a25d79fdba0a3967fa                    2   \n",
       "4   cde70153db2be71b46fdeacabc467e13                    2   \n",
       "5   8fb7105677c9b7ae5cdc5609f64d71df                    2   \n",
       "6   c8360f4548e3ad196c5c4f00792ec441                    2   \n",
       "7   6067d2c624a88faaf0e943e3aa9ed4a9                    2   \n",
       "8   e2fcfbd34022bdbe8d0518f0e699d577                    2   \n",
       "9   1f47205dfe869e16ee7b65a82243fe9b                    2   \n",
       "10  3b6165853891b4ee4383db9bf147ecbd                    2   \n",
       "11  d923c64c949977aa4a7a04e7d95591ea                    2   \n",
       "12  49d14703a0acbdc96ee1c099e8f099da                    2   \n",
       "13  1f47205dfe869e16ee7b65a82243fe9b                    2   \n",
       "14  f4bc28e61040dab1c93dddf05a795d5c                    2   \n",
       "15  2ffa8fb08c70eb0af7021d47b9950d0b                    2   \n",
       "16  3243574f293a8d900e33f8ac54fbf39e                    2   \n",
       "17  e2fcfbd34022bdbe8d0518f0e699d577                    2   \n",
       "18  ad1153524f4737fa4b595caf25f6eb7a                    2   \n",
       "19  89fc4deb60552f583417a188cf69ded9                    2   \n",
       "20  ee2aff53d45fd11b4b595caf25f6eb7a                    2   \n",
       "21  d84cb81ad76214c4c5715bb95c1c6de6                    2   \n",
       "22  3e1095068a7944d4d3eb8c93eeb0aca8                    2   \n",
       "23  f8bf248bb5cd4ab8882b84a174d57208                    2   \n",
       "24  ac9c89b8fc90884a351ff05530f680dd                    2   \n",
       "25  81ed5d674fba0811862955016a79cef0                    2   \n",
       "26  8293df70a31e423293e1abff31d45a23                    2   \n",
       "27  92e4013889b441b5fdb07c5a03f49b8b                    2   \n",
       "28  98edf36b7f36d00f4a7a04e7d95591ea                    2   \n",
       "29  cfb884197789c25a966d2c65245014c5                    2   \n",
       "30  56fd98006a03185c4eb3c85621fabd5f                    2   \n",
       "31  c576cd24b33e0ac5063dfc1b00f6daab                    2   \n",
       "32  1fb3e61f8926f499f4067025f1d6ce6f                    2   \n",
       "33  3d916811f6aedd61ef38cb0ce6f46cd7                    2   \n",
       "34  7d674eab3dfcccae2530c42b38a6feab                    2   \n",
       "35  02e35f2a08b9fc5c3fdfd48a60fa880f                    2   \n",
       "36  620a8f9c7cea1534b0b324cf6014f601                    2   \n",
       "37  6250aaca3ec943b478efc05f67c8e059                    2   \n",
       "38  431186eac4296abce030375514342674                    2   \n",
       "39  5f3473079fe7d907dfb6df235db455f2                    2   \n",
       "\n",
       "               recruiter.recruiterId         recruiter.recruiterPhoto  \\\n",
       "0   b7b40e6c60ce3f83edfb03140d359c64  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       "1   9d9295f7a1f638c6236e426b5716e306  5f8f9865ea60860b75384fa508u.jpg   \n",
       "2   2d5b7f3f9079eb1510d3dc2c58900bee  640aef4747903463b532bd2c01u.png   \n",
       "3   2d0de3bc235cbab3fc2fe9bd357df766  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       "4   bff8ec01d90be3ea5ed16923a471d079  5f8f98698dbe6273dcf8516008u.jpg   \n",
       "5   4c2f3f16d6f207471cdad3e4ea2af6e8  5f8f98648dbe6273dcf8515508u.jpg   \n",
       "6   aad3d8eccb18b5d98f883f916cd83b3b  5f8f98698dbe6273dcf8516008u.jpg   \n",
       "7   b6316bedce83f31ea70e655910d89215  5f8f98648dbe6273dcf8515508u.jpg   \n",
       "8   ac53287cf887cb447b2552f18be0733a  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "9   9ba47e9cb781604871dc722f3e2cde0f  5f8f986aea60860b75384fab08u.jpg   \n",
       "10  dcd1dddf83030297f7380afd6294198b  5f8f986779c7cc70efbf36c008u.jpg   \n",
       "11  d2ac9a8cac5bbad3e8c85cbad3b5eaf1  60fa5ce8df272149fdbf40d404u.png   \n",
       "12  4e80374f2d54473f6a78bbbd1d0670de  5f8f98698dbe6273dcf8516008u.jpg   \n",
       "13  9ba47e9cb781604871dc722f3e2cde0f  5f8f986aea60860b75384fab08u.jpg   \n",
       "14  93f83bf9782514f16a294ddee29b6df1  6353b3472543000378bf170d06u.png   \n",
       "15  76fd9923d36f29acbba676ac01c0312a  5f8f98698dbe6273dcf8516008u.jpg   \n",
       "16  5b9ab7c2faadaf65ab11eb16ab3fb853  5f8f9865ea60860b75384fa508u.jpg   \n",
       "17  ac53287cf887cb447b2552f18be0733a  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "18  8d854a54839b5e4540bd293bbc773165  5f8f986aea60860b75384fab08u.jpg   \n",
       "19  979e59e135a854bf967bde6368a9a19c  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       "20  e9cf70643c7eae8d9e73c46115eab04d  63d78fce00661523d507808007u.png   \n",
       "21  15e0f493a55c14bb6f3493ae47691f5b  5f8f9865ea60860b75384fa508u.jpg   \n",
       "22  9fb629944ff315a480507cf9f41ddd45  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       "23  8a61e0b7e42060b225a8a83c0cbc4e49  5f8f9865ea60860b75384fa508u.jpg   \n",
       "24  354c1d7a343b2ce9c618e418cefc01a4  5aa73c3f8e50ff393a42297706a.png   \n",
       "25  294b91a820e187e5a3c24939ea572f99  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       "26  724911bf520dc40d8f99608c7d1ee0af  63e98cf04b15ad2cab01b29804u.png   \n",
       "27  4e366650a4524c9c02563d153d186cb7  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "28  8665c85bb8b8067e91ab131ef8374d4e  5f8f98648dbe6273dcf8515508u.jpg   \n",
       "29  d011cf1ea9220037dae4678703cb61f9  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       "30  fbacd66b8dfcad85902603f9a39d9d15  636211157f270e6a8bfd345002u.png   \n",
       "31  bffa593d70ffa95afd321cfacda50d38  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       "32  6a7083e1f3e2922d3b5fb2b9a2385c0d  5f8f986779c7cc70efbf36c008u.jpg   \n",
       "33  5553774e1dfc4bd94e578f26109225be  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       "34  459ba3d5db567f7d944b94091d59af12  626a051e85a210193f705c4303u.png   \n",
       "35  669e5f90772d8c1feb368512b0f92d2f  5f8f9865ea60860b75384fa508u.jpg   \n",
       "36  2163b67679c30c9e978371017cab98df  5f8f98698dbe6273dcf8516008u.jpg   \n",
       "37  de463aab8b07bb8a0c3300b787802c45  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       "38  bf206d9899a4e0531bbbd5314febbce1  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       "39  cd7ad3180b3da658793aa6e6534d8619  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       "\n",
       "                                           job.labels  ...  job.advViewFlag  \\\n",
       "0                                              [金融产品]  ...            False   \n",
       "1                                              [金融产品]  ...            False   \n",
       "2                            [产品研发, 售后精品, 汽车周边, 产品管理]  ...            False   \n",
       "3                                               [证券类]  ...            False   \n",
       "4   [AI人工智能产品, 增长产品, 电子/半导体/集成电路, 人工智能, 科研/技术服务, 制...  ...            False   \n",
       "5   [风控产品, 金融产品, 供应链产品, 金融行业, 金融理财/贷款, 房地产金融, 产品设计...  ...            False   \n",
       "6                                          [直播, 数据分析]  ...            False   \n",
       "7                                     [高通量测序, 质谱, 组学]  ...            False   \n",
       "8                          [酒店行业, 烟草酒水, 住宿/餐饮业, 旅游行业]  ...            False   \n",
       "9                                                  []  ...            False   \n",
       "10                                             [金融产品]  ...            False   \n",
       "11                                          [有药品推广经验]  ...            False   \n",
       "12                                       [内容产品, 产品设计]  ...            False   \n",
       "13                                                 []  ...            False   \n",
       "14                                               [产品]  ...            False   \n",
       "15                                                 []  ...            False   \n",
       "16                                      [电商, 产品, 供应链]  ...            False   \n",
       "17                                               [韩语]  ...            False   \n",
       "18                                               [医院]  ...            False   \n",
       "19                                                 []  ...            False   \n",
       "20                                             [电销经理]  ...            False   \n",
       "21             [金融产品经理, 五险一金, 定期体检, 带薪年假, 专业培训, 绩效奖金]  ...            False   \n",
       "22                         [客户管理, 合同管理, 保险产品设计, 区域销售]  ...            False   \n",
       "23                                             [市场调研]  ...            False   \n",
       "24                      [项目管理, 产品策划, 汽车用品, 供应链, 生命周期]  ...            False   \n",
       "25    [消费品, to C, 产品规划, 需求分析, 用户研究, 竞品分析, 产品设计, 产品优化]  ...            False   \n",
       "26  [定价/竞价产品, 海外产品, 策略产品, 化妆品, 市场调研, 产品规划, 用户研究, 竞...  ...            False   \n",
       "27  [平台产品, 产品规划, 产品设计, Axure, 需求挖掘, 后台产品, 医疗行业, to...  ...            False   \n",
       "28                                                 []  ...            False   \n",
       "29                                     [国企, 13薪, 年终奖]  ...            False   \n",
       "30                                 [基金类, 互联网金融类, 股票类]  ...            False   \n",
       "31                                                 []  ...            False   \n",
       "32                                                 []  ...            False   \n",
       "33                                                 []  ...            False   \n",
       "34                            [新生儿科, 临床, 护理, 护理类医疗设备]  ...            False   \n",
       "35                                             [金融产品]  ...            False   \n",
       "36                             [金融产品, 风控产品, AI人工智能产品]  ...            False   \n",
       "37                                             [产品规划]  ...            False   \n",
       "38                                          [化妆品销售总监]  ...            False   \n",
       "39                                             [saas]  ...            False   \n",
       "\n",
       "                                       job.dataPromId job.requireEduLevel  \\\n",
       "0   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                统招本科   \n",
       "1   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                  本科   \n",
       "2   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                  本科   \n",
       "3   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                  本科   \n",
       "4   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                  本科   \n",
       "5   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                  本科   \n",
       "6   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                  本科   \n",
       "7   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                  硕士   \n",
       "8   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                  大专   \n",
       "9   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                  本科   \n",
       "10  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                  本科   \n",
       "11  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                  本科   \n",
       "12  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                  本科   \n",
       "13  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                  本科   \n",
       "14  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                  大专   \n",
       "15  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                统招本科   \n",
       "16  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                统招本科   \n",
       "17  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                  大专   \n",
       "18  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                  本科   \n",
       "19  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                  本科   \n",
       "20  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                  本科   \n",
       "21  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                  本科   \n",
       "22  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                  本科   \n",
       "23  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                  硕士   \n",
       "24  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                  本科   \n",
       "25  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                  本科   \n",
       "26  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                  大专   \n",
       "27  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                  本科   \n",
       "28  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                统招本科   \n",
       "29  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                  本科   \n",
       "30  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                  大专   \n",
       "31  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                  本科   \n",
       "32  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                  硕士   \n",
       "33  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                  本科   \n",
       "34  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                  本科   \n",
       "35  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                统招本科   \n",
       "36  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                  本科   \n",
       "37  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                统招本科   \n",
       "38  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                  本科   \n",
       "39  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                统招本科   \n",
       "\n",
       "            comp.compName comp.compStage                    comp.compLogo  \\\n",
       "0         广发证券股份有限公司广州分公司           港股上市  60ab7b474005a2070875f99702u.png   \n",
       "1         广发证券股份有限公司广州分公司           港股上市  60ab7b474005a2070875f99702u.png   \n",
       "2                    超境汽车             B轮  634e43cd5f9dbd49324c45d307u.png   \n",
       "3                    广发证券            已上市  5bfea33774719d2aa34c7eb903a.png   \n",
       "4               琶洲实验室(黄埔)            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       "5                    广金征信            NaN  61c1924e642c8c0bf718876205u.png   \n",
       "6         广东货多多物流科技股份有限公司            NaN  61a300391bd4fb704ed9330d05u.jpg   \n",
       "7            深圳承启生物科技有限公司             B轮  61b07937d0458d53c627567e02u.jpg   \n",
       "8           广州喜玩国际旅行社有限公司            NaN  60f0ea83310b5804943562da04u.png   \n",
       "9        三和创赢资产管理(深圳)有限公司            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       "10        广发证券股份有限公司广州分公司           港股上市  60ab7b474005a2070875f99702u.png   \n",
       "11                   上药国风           战略投资  5bfe92c074719d9f609a7b5803a.png   \n",
       "12          江苏新日电动车有限公司网站         沪深A股上市  5bfea07874719d2aa34bf84b03a.png   \n",
       "13       三和创赢资产管理(深圳)有限公司            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       "14                    壹帮贷          融资未公开  62356300eb1f3f771fc8d74905u.jpg   \n",
       "15          重庆新赛亚生物科技有限公司            NaN  5df710cecd52473b9406564e04u.png   \n",
       "16                   字节跳动             其他  5d887b5528021708fa52b44403u.jpg   \n",
       "17          广州喜玩国际旅行社有限公司            NaN  60f0ea83310b5804943562da04u.png   \n",
       "18          广州市雨锦高新科技有限公司            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       "19        广发证券股份有限公司广州分公司           港股上市  60ab7b474005a2070875f99702u.png   \n",
       "20           广州汇宸按揭服务有限公司            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       "21  广发证券股份有限公司广州农林下路证券营业部          融资未公开  6244e71f327ecf47c93d38e307u.jpg   \n",
       "22                     长亮         沪深A股上市  5e858fd337483e328d6f71b808u.jpg   \n",
       "23     深圳市新产业生物医学工程股份有限公司         沪深A股上市  5c666954261c45f22d52ea6306u.jpg   \n",
       "24           广州众联晟通科技有限公司            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       "25            广东合兴食用油有限公司            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       "26            广州娇肤兰科技有限公司            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       "27                  大参林集团         沪深A股上市  5bfea50674719d2aa34cd5f403a.png   \n",
       "28         北京三维天地科技股份有限公司            NaN  5d9d75b136bdfe73649d8ada04u.png   \n",
       "29                   广金征信            NaN  61c1924e642c8c0bf718876205u.png   \n",
       "30         武汉花弘私募基金管理有限公司            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       "31           广州锋顺汽车贸易有限公司            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       "32                   予果生物             A轮  5f5efd659d37de58797398ed01u.png   \n",
       "33                   汤臣倍健         沪深A股上市  5ec39993f2540204574caa5008u.jpg   \n",
       "34          深圳市科曼医疗设备有限公司            NaN  5bfe9c1e74719df0ac9a26b903a.png   \n",
       "35        广发证券股份有限公司广州分公司           港股上市  60ab7b474005a2070875f99702u.png   \n",
       "36                    惠龙邦            天使轮  62539bd454fa06672bd3111f05u.jpg   \n",
       "37                   东呈集团            NaN  6166904c0270aa179ab212c001u.png   \n",
       "38           广州新视野化妆品有限公司            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       "39           广州数方网络科技有限公司            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       "\n",
       "   comp.compId comp.compIndustry                                 comp.link  \\\n",
       "0      9874217          基金/证券/期货   https://www.liepin.com/company/9874217/   \n",
       "1      9874217          基金/证券/期货   https://www.liepin.com/company/9874217/   \n",
       "2     13304915              整车制造  https://www.liepin.com/company/13304915/   \n",
       "3      1421537          基金/证券/期货   https://www.liepin.com/company/1421537/   \n",
       "4     13271473           政府/公共事业  https://www.liepin.com/company/13271473/   \n",
       "5     12447389            专业技术服务  https://www.liepin.com/company/12447389/   \n",
       "6     13222749            专业技术服务  https://www.liepin.com/company/13222749/   \n",
       "7      8620614              生物技术   https://www.liepin.com/company/8620614/   \n",
       "8     12832725                旅游  https://www.liepin.com/company/12832725/   \n",
       "9     12322507          基金/证券/期货  https://www.liepin.com/company/12322507/   \n",
       "10     9874217          基金/证券/期货   https://www.liepin.com/company/9874217/   \n",
       "11     8586248                制药   https://www.liepin.com/company/8586248/   \n",
       "12     1066468          汽车零部件及配件   https://www.liepin.com/company/1066468/   \n",
       "13    12322507          基金/证券/期货  https://www.liepin.com/company/12322507/   \n",
       "14     9979087              其他金融   https://www.liepin.com/company/9979087/   \n",
       "15     9630390              医疗器械   https://www.liepin.com/company/9630390/   \n",
       "16     7863078               互联网   https://www.liepin.com/company/7863078/   \n",
       "17    12832725                旅游  https://www.liepin.com/company/12832725/   \n",
       "18    13328275              医疗器械  https://www.liepin.com/company/13328275/   \n",
       "19     9874217          基金/证券/期货   https://www.liepin.com/company/9874217/   \n",
       "20    13398171                银行  https://www.liepin.com/company/13398171/   \n",
       "21    13453209          基金/证券/期货  https://www.liepin.com/company/13453209/   \n",
       "22     3826049             计算机软件   https://www.liepin.com/company/3826049/   \n",
       "23     9848125              医疗器械   https://www.liepin.com/company/9848125/   \n",
       "24    10211243              培训服务  https://www.liepin.com/company/10211243/   \n",
       "25    12979705             批发/零售  https://www.liepin.com/company/12979705/   \n",
       "26    13413369              电子商务  https://www.liepin.com/company/13413369/   \n",
       "27     1620248                制药   https://www.liepin.com/company/1620248/   \n",
       "28      889256             计算机软件    https://www.liepin.com/company/889256/   \n",
       "29    12447389            专业技术服务  https://www.liepin.com/company/12447389/   \n",
       "30    13252887          基金/证券/期货  https://www.liepin.com/company/13252887/   \n",
       "31    12442535               NaN  https://www.liepin.com/company/12442535/   \n",
       "32    10157239              生物技术  https://www.liepin.com/company/10157239/   \n",
       "33     8080810          食品/饮料/酒水   https://www.liepin.com/company/8080810/   \n",
       "34     7898956              医疗器械   https://www.liepin.com/company/7898956/   \n",
       "35     9874217          基金/证券/期货   https://www.liepin.com/company/9874217/   \n",
       "36    13185809              科技金融  https://www.liepin.com/company/13185809/   \n",
       "37     7943190             酒店/民宿   https://www.liepin.com/company/7943190/   \n",
       "38    10260679             批发/零售  https://www.liepin.com/company/10260679/   \n",
       "39    12244247              培训服务  https://www.liepin.com/company/12244247/   \n",
       "\n",
       "   comp.compScale  \n",
       "0      2000-5000人  \n",
       "1      2000-5000人  \n",
       "2        100-499人  \n",
       "3     5000-10000人  \n",
       "4        100-499人  \n",
       "5          50-99人  \n",
       "6          50-99人  \n",
       "7           1-49人  \n",
       "8        100-499人  \n",
       "9           1-49人  \n",
       "10     2000-5000人  \n",
       "11    5000-10000人  \n",
       "12     2000-5000人  \n",
       "13          1-49人  \n",
       "14         50-99人  \n",
       "15       100-499人  \n",
       "16       10000人以上  \n",
       "17       100-499人  \n",
       "18         50-99人  \n",
       "19     2000-5000人  \n",
       "20         50-99人  \n",
       "21         50-99人  \n",
       "22    5000-10000人  \n",
       "23     1000-2000人  \n",
       "24          1-49人  \n",
       "25          1-49人  \n",
       "26         50-99人  \n",
       "27       10000人以上  \n",
       "28       500-999人  \n",
       "29         50-99人  \n",
       "30          1-49人  \n",
       "31          1-49人  \n",
       "32       100-499人  \n",
       "33     2000-5000人  \n",
       "34     2000-5000人  \n",
       "35     2000-5000人  \n",
       "36          1-49人  \n",
       "37       10000人以上  \n",
       "38          1-49人  \n",
       "39          1-49人  \n",
       "\n",
       "[40 rows x 31 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(response_data['data']['data']['jobCardList'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "91ac518a",
   "metadata": {},
   "source": [
    "## 翻页处理数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "248ed66f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import copy"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "89d1535d",
   "metadata": {},
   "source": [
    "## 创建payload"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "b462ad4a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 0,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 1,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 2,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 3,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 4,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 5,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 6,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 7,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 8,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 9,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 10,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 11,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 12,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 13,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 14,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 15,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 16,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 17,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 18,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 19,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 20,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}}]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "payload_page = [] \n",
    "for i in range(21):\n",
    "    payload_new = copy.deepcopy(payload)\n",
    "    payload_new['data']['mainSearchPcConditionForm']['currentPage']=i\n",
    "    payload_page.append(payload_new)\n",
    "payload_page"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fe4c5200",
   "metadata": {},
   "source": [
    "## 批量处理数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "08d3fa74",
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'jobCardList'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m~\\AppData\\Local\\Temp\\ipykernel_15804\\688974037.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      6\u001b[0m     \u001b[0mresponse_data\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mr\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mjson\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      7\u001b[0m     \u001b[1;31m# example: print the number of job postings returned\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 8\u001b[1;33m     \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mjson_normalize\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mresponse_data\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'data'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'data'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'jobCardList'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      9\u001b[0m     \u001b[0mresponse_df\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     10\u001b[0m \u001b[0mresponse_df\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'jobCardList'"
     ]
    }
   ],
   "source": [
    "response_df = []\n",
    "for i in payload_page:\n",
    "    # send a POST request with headers\n",
    "    r = session.post(url, data=json.dumps(i), headers=headers)\n",
    "    # extract the JSON data from the response\n",
    "    response_data = r.json()\n",
    "    # example: print the number of job postings returned\n",
    "    df = pd.json_normalize(response_data['data']['data']['jobCardList'])\n",
    "    response_df.append(df)\n",
    "response_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "b229e986",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataParams</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.campusJobKind</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>{\"recruiterName\":\"胡先生\",\"jobId\":\"47544603\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[本科]</td>\n",
       "      <td>8-10k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>47544603</td>\n",
       "      <td>2022校招-营销中心-产品经理助理</td>\n",
       "      <td>False</td>\n",
       "      <td>20220926154947</td>\n",
       "      <td>应届</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>5da02d450c1585184590d96f08u.png</td>\n",
       "      <td>制药</td>\n",
       "      <td>9803471.0</td>\n",
       "      <td>泰邦生物集团</td>\n",
       "      <td>https://www.liepin.com/company/9803471/</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>{\"recruiterName\":\"张先生\",\"jobId\":\"57974857\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[本科, 产品设计, 用户研究, 产品规划]</td>\n",
       "      <td>15-25k·15薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>57974857</td>\n",
       "      <td>2023届提前批-产品经理 (MJ012344)</td>\n",
       "      <td>False</td>\n",
       "      <td>20230420135845</td>\n",
       "      <td>应届</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>5bfe954674719dc6ed7416af03a.png</td>\n",
       "      <td>互联网</td>\n",
       "      <td>693385.0</td>\n",
       "      <td>广联达</td>\n",
       "      <td>https://www.liepin.com/company/693385/</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>已上市</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>{\"recruiterName\":\"饶先生\",\"jobId\":\"57191493\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]</td>\n",
       "      <td>19-20k·18薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>57191493</td>\n",
       "      <td>人力资源数据产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20230322141917</td>\n",
       "      <td>应届</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>5bfea33774719d2aa34c7eb903a.png</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>1421537.0</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>https://www.liepin.com/company/1421537/</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>已上市</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>{\"recruiterName\":\"饶先生\",\"jobId\":\"57061851\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[硕士, 内容产品, 金融行业, to G, 需求分析]</td>\n",
       "      <td>19-25k</td>\n",
       "      <td>广州</td>\n",
       "      <td>57061851</td>\n",
       "      <td>互联网学习平台产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20230322132453</td>\n",
       "      <td>应届</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>5bfea33774719d2aa34c7eb903a.png</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>1421537.0</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>https://www.liepin.com/company/1421537/</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>已上市</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>{\"recruiterName\":\"陈女士\",\"jobId\":\"56924959\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[硕士, 数据产品, 用户研究, 团队管理]</td>\n",
       "      <td>15-20k·14薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>56924959</td>\n",
       "      <td>光器件产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20230404115209</td>\n",
       "      <td>应届</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>61aeb56ca53a6d21af3c33ed04u.png</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>12753371.0</td>\n",
       "      <td>高勘(广州)技术有限公司</td>\n",
       "      <td>https://www.liepin.com/company/12753371/</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>A轮</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>{\"recruiterName\":\"谭女士\",\"imId\":\"2879a93a141a991...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...</td>\n",
       "      <td>[安全产品, 需求管理, 团队管理, 产品设计]</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>55763181</td>\n",
       "      <td>产品经理-安全方向（广州）(J11694)</td>\n",
       "      <td>False</td>\n",
       "      <td>20230421140848</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>62d900a5068a783307d8850402u.png</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>9749905.0</td>\n",
       "      <td>建信金融科技有限责任公司</td>\n",
       "      <td>https://www.liepin.com/company/9749905/</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>{\"recruiterName\":\"黎先生\",\"imId\":\"a75b25f528b3073...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...</td>\n",
       "      <td>[]</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>43066789</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20230404181136</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>5fc838b87d6477448762618c01u.png</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>智能安防</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某安防公司</td>\n",
       "      <td></td>\n",
       "      <td>100-499人</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科及以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>{\"recruiterName\":\"李女士\",\"imId\":\"0168b7090abcfb8...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...</td>\n",
       "      <td>[]</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>43773655</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20230412133907</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8fa3bddfb13a7dee343d7608u.png</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>制药</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某国内制药公司</td>\n",
       "      <td></td>\n",
       "      <td>100-499人</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>{\"recruiterName\":\"赵女士\",\"imId\":\"3b37f6bb027ba58...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...</td>\n",
       "      <td>[计算机软件]</td>\n",
       "      <td>12-20k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>57777369</td>\n",
       "      <td>物联网产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20230413135515</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>54d1e761712e7147fd8062c902c.jpg</td>\n",
       "      <td>5bfe9c5774719df0ac9a31bc03a.png</td>\n",
       "      <td>互联网</td>\n",
       "      <td>1327734.0</td>\n",
       "      <td>越亮传奇</td>\n",
       "      <td>https://www.liepin.com/company/1327734/</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>{\"recruiterName\":\"谭先生\",\"imId\":\"74319f538e9a626...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...</td>\n",
       "      <td>[竞品分析, 战略规划咨询, 消费者研究]</td>\n",
       "      <td>20-25k·13薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>57209449</td>\n",
       "      <td>照明产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20230322183423</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>6407f5d3a62c5e5a8dcc4aeb06u.png</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>13450471.0</td>\n",
       "      <td>泰容亿科技</td>\n",
       "      <td>https://www.liepin.com/company/13450471/</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>800 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           dataParams  \\\n",
       "0   {\"recruiterName\":\"胡先生\",\"jobId\":\"47544603\",\"imI...   \n",
       "1   {\"recruiterName\":\"张先生\",\"jobId\":\"57974857\",\"imI...   \n",
       "2   {\"recruiterName\":\"饶先生\",\"jobId\":\"57191493\",\"imI...   \n",
       "3   {\"recruiterName\":\"饶先生\",\"jobId\":\"57061851\",\"imI...   \n",
       "4   {\"recruiterName\":\"陈女士\",\"jobId\":\"56924959\",\"imI...   \n",
       "..                                                ...   \n",
       "35  {\"recruiterName\":\"谭女士\",\"imId\":\"2879a93a141a991...   \n",
       "36  {\"recruiterName\":\"黎先生\",\"imId\":\"a75b25f528b3073...   \n",
       "37  {\"recruiterName\":\"李女士\",\"imId\":\"0168b7090abcfb8...   \n",
       "38  {\"recruiterName\":\"赵女士\",\"imId\":\"3b37f6bb027ba58...   \n",
       "39  {\"recruiterName\":\"谭先生\",\"imId\":\"74319f538e9a626...   \n",
       "\n",
       "                                             dataInfo  \\\n",
       "0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "..                                                ...   \n",
       "35  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       "36  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       "37  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       "38  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       "39  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       "\n",
       "                                        job.labels  job.salary  job.dq  \\\n",
       "0                                             [本科]       8-10k  广州-番禺区   \n",
       "1                           [本科, 产品设计, 用户研究, 产品规划]  15-25k·15薪  广州-越秀区   \n",
       "2   [硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]  19-20k·18薪  广州-天河区   \n",
       "3                     [硕士, 内容产品, 金融行业, to G, 需求分析]      19-25k      广州   \n",
       "4                           [硕士, 数据产品, 用户研究, 团队管理]  15-20k·14薪  广州-黄埔区   \n",
       "..                                             ...         ...     ...   \n",
       "35                        [安全产品, 需求管理, 团队管理, 产品设计]      15-25k  广州-天河区   \n",
       "36                                              []      15-30k      广州   \n",
       "37                                              []      15-30k  广州-天河区   \n",
       "38                                         [计算机软件]      12-20k  广州-天河区   \n",
       "39                           [竞品分析, 战略规划咨询, 消费者研究]  20-25k·13薪  广州-白云区   \n",
       "\n",
       "   job.jobId                 job.title  job.topJob job.refreshTime  \\\n",
       "0   47544603        2022校招-营销中心-产品经理助理       False  20220926154947   \n",
       "1   57974857  2023届提前批-产品经理 (MJ012344)       False  20230420135845   \n",
       "2   57191493                人力资源数据产品经理       False  20230322141917   \n",
       "3   57061851               互联网学习平台产品经理       False  20230322132453   \n",
       "4   56924959                   光器件产品经理       False  20230404115209   \n",
       "..       ...                       ...         ...             ...   \n",
       "35  55763181     产品经理-安全方向（广州）(J11694)       False  20230421140848   \n",
       "36  43066789                      产品经理       False  20230404181136   \n",
       "37  43773655                      产品经理       False  20230412133907   \n",
       "38  57777369                   物联网产品经理       False  20230413135515   \n",
       "39  57209449                    照明产品经理       False  20230322183423   \n",
       "\n",
       "   job.campusJobKind  ...         recruiter.recruiterPhoto  \\\n",
       "0                 应届  ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       "1                 应届  ...  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       "2                 应届  ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       "3                 应届  ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       "4                 应届  ...  5f8f98648dbe6273dcf8515508u.jpg   \n",
       "..               ...  ...                              ...   \n",
       "35               NaN  ...  5f8f9865ea60860b75384fa508u.jpg   \n",
       "36               NaN  ...  5fc838b87d6477448762618c01u.png   \n",
       "37               NaN  ...  5f8fa3bddfb13a7dee343d7608u.png   \n",
       "38               NaN  ...  54d1e761712e7147fd8062c902c.jpg   \n",
       "39               NaN  ...  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       "\n",
       "                      comp.compLogo comp.compIndustry  comp.compId  \\\n",
       "0   5da02d450c1585184590d96f08u.png                制药    9803471.0   \n",
       "1   5bfe954674719dc6ed7416af03a.png               互联网     693385.0   \n",
       "2   5bfea33774719d2aa34c7eb903a.png          基金/证券/期货    1421537.0   \n",
       "3   5bfea33774719d2aa34c7eb903a.png          基金/证券/期货    1421537.0   \n",
       "4   61aeb56ca53a6d21af3c33ed04u.png              通信设备   12753371.0   \n",
       "..                              ...               ...          ...   \n",
       "35  62d900a5068a783307d8850402u.png             计算机软件    9749905.0   \n",
       "36  60e2fe0bf3df194a3c48adb502u.png              智能安防          NaN   \n",
       "37  60e2fe0bf3df194a3c48adb502u.png                制药          NaN   \n",
       "38  5bfe9c5774719df0ac9a31bc03a.png               互联网    1327734.0   \n",
       "39  6407f5d3a62c5e5a8dcc4aeb06u.png              电子商务   13450471.0   \n",
       "\n",
       "   comp.compName                                 comp.link comp.compScale  \\\n",
       "0         泰邦生物集团   https://www.liepin.com/company/9803471/     1000-2000人   \n",
       "1            广联达    https://www.liepin.com/company/693385/     2000-5000人   \n",
       "2           广发证券   https://www.liepin.com/company/1421537/    5000-10000人   \n",
       "3           广发证券   https://www.liepin.com/company/1421537/    5000-10000人   \n",
       "4   高勘(广州)技术有限公司  https://www.liepin.com/company/12753371/         50-99人   \n",
       "..           ...                                       ...            ...   \n",
       "35  建信金融科技有限责任公司   https://www.liepin.com/company/9749905/    5000-10000人   \n",
       "36         某安防公司                                                 100-499人   \n",
       "37       某国内制药公司                                                 100-499人   \n",
       "38          越亮传奇   https://www.liepin.com/company/1327734/       500-999人   \n",
       "39         泰容亿科技  https://www.liepin.com/company/13450471/                  \n",
       "\n",
       "   comp.compStage  job.requireWorkYears job.requireEduLevel  \n",
       "0             NaN                   NaN                 NaN  \n",
       "1             已上市                   NaN                 NaN  \n",
       "2             已上市                   NaN                 NaN  \n",
       "3             已上市                   NaN                 NaN  \n",
       "4              A轮                   NaN                 NaN  \n",
       "..            ...                   ...                 ...  \n",
       "35            NaN                  3-5年                  本科  \n",
       "36          融资未公开                  3-5年               本科及以上  \n",
       "37          融资未公开                 5-10年                统招本科  \n",
       "38            NaN                  3-5年                统招本科  \n",
       "39            NaN                  3-5年                  本科  \n",
       "\n",
       "[800 rows x 32 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.concat(response_df)\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8c532a99",
   "metadata": {},
   "source": [
    "## 数据分析\n",
    "### 1、 职位分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "d7bb34e4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2022校招-营销中心-产品经理助理</td>\n",
       "      <td>[本科]</td>\n",
       "      <td>8-10k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>泰邦生物集团</td>\n",
       "      <td>制药</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2023届提前批-产品经理 (MJ012344)</td>\n",
       "      <td>[本科, 产品设计, 用户研究, 产品规划]</td>\n",
       "      <td>15-25k·15薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>广联达</td>\n",
       "      <td>互联网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>人力资源数据产品经理</td>\n",
       "      <td>[硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]</td>\n",
       "      <td>19-20k·18薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>互联网学习平台产品经理</td>\n",
       "      <td>[硕士, 内容产品, 金融行业, to G, 需求分析]</td>\n",
       "      <td>19-25k</td>\n",
       "      <td>广州</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>光器件产品经理</td>\n",
       "      <td>[硕士, 数据产品, 用户研究, 团队管理]</td>\n",
       "      <td>15-20k·14薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>高勘(广州)技术有限公司</td>\n",
       "      <td>通信设备</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>产品经理-安全方向（广州）(J11694)</td>\n",
       "      <td>[安全产品, 需求管理, 团队管理, 产品设计]</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>建信金融科技有限责任公司</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>[]</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>某安防公司</td>\n",
       "      <td>智能安防</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>[]</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>某国内制药公司</td>\n",
       "      <td>制药</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>物联网产品经理</td>\n",
       "      <td>[计算机软件]</td>\n",
       "      <td>12-20k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>越亮传奇</td>\n",
       "      <td>互联网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>照明产品经理</td>\n",
       "      <td>[竞品分析, 战略规划咨询, 消费者研究]</td>\n",
       "      <td>20-25k·13薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td></td>\n",
       "      <td>泰容亿科技</td>\n",
       "      <td>电子商务</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>800 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   job.title                                      job.labels  \\\n",
       "0         2022校招-营销中心-产品经理助理                                            [本科]   \n",
       "1   2023届提前批-产品经理 (MJ012344)                          [本科, 产品设计, 用户研究, 产品规划]   \n",
       "2                 人力资源数据产品经理  [硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]   \n",
       "3                互联网学习平台产品经理                    [硕士, 内容产品, 金融行业, to G, 需求分析]   \n",
       "4                    光器件产品经理                          [硕士, 数据产品, 用户研究, 团队管理]   \n",
       "..                       ...                                             ...   \n",
       "35     产品经理-安全方向（广州）(J11694)                        [安全产品, 需求管理, 团队管理, 产品设计]   \n",
       "36                      产品经理                                              []   \n",
       "37                      产品经理                                              []   \n",
       "38                   物联网产品经理                                         [计算机软件]   \n",
       "39                    照明产品经理                           [竞品分析, 战略规划咨询, 消费者研究]   \n",
       "\n",
       "    job.salary  job.dq comp.compScale comp.compName comp.compIndustry  \n",
       "0        8-10k  广州-番禺区     1000-2000人        泰邦生物集团                制药  \n",
       "1   15-25k·15薪  广州-越秀区     2000-5000人           广联达               互联网  \n",
       "2   19-20k·18薪  广州-天河区    5000-10000人          广发证券          基金/证券/期货  \n",
       "3       19-25k      广州    5000-10000人          广发证券          基金/证券/期货  \n",
       "4   15-20k·14薪  广州-黄埔区         50-99人  高勘(广州)技术有限公司              通信设备  \n",
       "..         ...     ...            ...           ...               ...  \n",
       "35      15-25k  广州-天河区    5000-10000人  建信金融科技有限责任公司             计算机软件  \n",
       "36      15-30k      广州       100-499人         某安防公司              智能安防  \n",
       "37      15-30k  广州-天河区       100-499人       某国内制药公司                制药  \n",
       "38      12-20k  广州-天河区       500-999人          越亮传奇               互联网  \n",
       "39  20-25k·13薪  广州-白云区                        泰容亿科技              电子商务  \n",
       "\n",
       "[800 rows x 7 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_广州 = df[['job.title','job.labels','job.salary','job.dq','comp.compScale','comp.compName','comp.compIndustry']]\n",
    "df_产品经理_广州"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "2d94a99c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "20"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(response_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "6528813f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>产品经理-肿瘤</td>\n",
       "      <td>[]</td>\n",
       "      <td>20-35k</td>\n",
       "      <td>广州-荔湾区</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>李氏大药厂(香港)有限公司</td>\n",
       "      <td>制药</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>潮玩盲盒产品经理</td>\n",
       "      <td>[数据分析]</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>北京妙趣盒生文化传播有限公司</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>[社交产品, 工具产品, 平台产品, 社交网络, 产品设计, 流程设计, 产品规划, 团队管理]</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>广东森宝文化实业有限公司</td>\n",
       "      <td>工艺品</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>电商产品经理</td>\n",
       "      <td>[]</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>某国内制药上市公司</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>品质PM</td>\n",
       "      <td>[]</td>\n",
       "      <td>12-20k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>某贸易进出口公司</td>\n",
       "      <td>贸易/进出口</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>广花融资担保公司（筹）产品经理</td>\n",
       "      <td>[]</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州-花都区</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>广州智都投资控股集团有限公司</td>\n",
       "      <td>其他商务服务业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>B端供应链产品经理</td>\n",
       "      <td>[供应链产品, 采购, 物流快递, 产品设计]</td>\n",
       "      <td>20-35k·14薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>某广州互联网公司</td>\n",
       "      <td>互联网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>[商业产品, IT互联网, 团队管理, 用户研究, 产品设计, 产品规划]</td>\n",
       "      <td>20-25k·15薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>运营商全资子公司</td>\n",
       "      <td>内容(音视频/阅读)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>[跨境电商, to C, ERP系统, 数据分析, 供应链产品]</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>文峰荟(广州)企业管理有限公司</td>\n",
       "      <td>电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>产品经理（支付）(J11223)</td>\n",
       "      <td>[架构设计]</td>\n",
       "      <td>16-35k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>致景科技</td>\n",
       "      <td>电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>AI应用产品经理</td>\n",
       "      <td>[AI, AI产品, 机器学习, 推荐算法, AI人工智能产品, 回归算法, e2e , A...</td>\n",
       "      <td>16-22k·15薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>某国内大型食品/饮料/酒水公司</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>[c端产品, 数据分析]</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>丹霄技术</td>\n",
       "      <td>电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>MES产品经理</td>\n",
       "      <td>[制造业]</td>\n",
       "      <td>25-30k·16薪</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td>某广州互联网公司</td>\n",
       "      <td>互联网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>文创产品经理/主管</td>\n",
       "      <td>[用户研究, 产品规划, 数据分析]</td>\n",
       "      <td>8-12k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>恒鼎文化传媒</td>\n",
       "      <td>文化艺术业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>数据产品经理（中台）</td>\n",
       "      <td>[数据产品, IT互联网, 数据分析, 用户研究, 产品设计]</td>\n",
       "      <td>20-30k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>某广州大型专业技术服务公司</td>\n",
       "      <td>专业技术服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>民航产品经理</td>\n",
       "      <td>[商业产品, 策略产品, AI人工智能产品, 人工智能, 产品规划, 产品优化, 用户研究,...</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州-花都区</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>高重科技</td>\n",
       "      <td>人工智能</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>产品经理（商品中心）</td>\n",
       "      <td>[供应链产品, 团队管理, 产品优化, 产品设计]</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>某广州IT服务公司</td>\n",
       "      <td>IT服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>产品经理（预售，员工分销）-国企正编</td>\n",
       "      <td>[中台产品, 平台产品, 产品优化, 产品设计]</td>\n",
       "      <td>26-30k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>某广州IT服务公司</td>\n",
       "      <td>IT服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>[产品设计, b端产品, 需求分析]</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>凯普生物</td>\n",
       "      <td>制药</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>AI应用产品经理（推荐、预测类，实操算法、应用场景设计）</td>\n",
       "      <td>[AI产品, 实操算法, 应用场景设计, AI产品全周期管理, 推荐产品, 预测产品, 算法...</td>\n",
       "      <td>16-22k·15薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>某国内大型食品/饮料/酒水公司</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>产品经理（商品中心）</td>\n",
       "      <td>[供应链产品, 团队管理, 产品优化, 产品设计]</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>某广州IT服务公司</td>\n",
       "      <td>IT服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>AI应用产品经理</td>\n",
       "      <td>[数据产品, 工具产品]</td>\n",
       "      <td>18-19k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>知名港资快消集团</td>\n",
       "      <td>食品/饮料/日化</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>[]</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>一品红</td>\n",
       "      <td>制药</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>[商业产品, 定价/竞价产品, 科研/技术服务, 需求分析, 产品设计, 用户研究, 产品规...</td>\n",
       "      <td>20-50k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>恒赢智航</td>\n",
       "      <td>IT服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>[平台产品, 产品设计, 团队管理, 产品优化, 用户研究]</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>某广州IT服务公司</td>\n",
       "      <td>IT服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>[硬件产品, 智能硬件, 硬件系统集成, 教育行业]</td>\n",
       "      <td>30-60k</td>\n",
       "      <td>广州</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>某广州计算机软件上市公司</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>[金融产品, to B, web端产品]</td>\n",
       "      <td>40-60k</td>\n",
       "      <td>广州</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>某大型基金/证券/期货公司</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>[办公软件、工具类]</td>\n",
       "      <td>20-30k·13薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>视源股份</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>产品经理岗</td>\n",
       "      <td>[]</td>\n",
       "      <td>18-35k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>广州银行股份有限公司</td>\n",
       "      <td>银行</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>产品经理（数据方向）</td>\n",
       "      <td>[数据产品, 策略产品, 数据分析, 产品设计, 需求分析, 用户研究, 产品规划]</td>\n",
       "      <td>15-20k·18薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>某大型知名互联网公司</td>\n",
       "      <td>互联网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>[产品规划, 策略产品, 通讯/网络设备, 硬件系统集成, to C, 需求分析, 用户研究...</td>\n",
       "      <td>50-80k·16薪</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td>某深圳电子/半导体/集成电路公司</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>垂直电商产品经理</td>\n",
       "      <td>[垂直电商, 美居生活, 母婴类, 儿童品类, O2O]</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>某宁波电子商务公司</td>\n",
       "      <td>电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>产品经理(J11093)</td>\n",
       "      <td>[to B, IT互联网, 产品设计, 交互设计, 用户研究, 产品规划]</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>汤臣倍健</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>海外软件产品经理</td>\n",
       "      <td>[海外产品, 产品规划, 产品设计, 竞品分析]</td>\n",
       "      <td>35-65k·16薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>某广州知名上市公司</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>产品经理-安全方向（广州）(J11694)</td>\n",
       "      <td>[安全产品, 需求管理, 团队管理, 产品设计]</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>建信金融科技有限责任公司</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>[]</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>某安防公司</td>\n",
       "      <td>智能安防</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>[]</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>某国内制药公司</td>\n",
       "      <td>制药</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>物联网产品经理</td>\n",
       "      <td>[计算机软件]</td>\n",
       "      <td>12-20k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>越亮传奇</td>\n",
       "      <td>互联网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>照明产品经理</td>\n",
       "      <td>[竞品分析, 战略规划咨询, 消费者研究]</td>\n",
       "      <td>20-25k·13薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td></td>\n",
       "      <td>泰容亿科技</td>\n",
       "      <td>电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>产品经理（c端经验）</td>\n",
       "      <td>[to C]</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>某广州互联网公司</td>\n",
       "      <td>互联网</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       job.title  \\\n",
       "0                        产品经理-肿瘤   \n",
       "1                       潮玩盲盒产品经理   \n",
       "2                           产品经理   \n",
       "3                         电商产品经理   \n",
       "4                           品质PM   \n",
       "5                广花融资担保公司（筹）产品经理   \n",
       "6                      B端供应链产品经理   \n",
       "7                         高级产品经理   \n",
       "8                           产品经理   \n",
       "9               产品经理（支付）(J11223)   \n",
       "10                      AI应用产品经理   \n",
       "11                          产品经理   \n",
       "12                       MES产品经理   \n",
       "13                     文创产品经理/主管   \n",
       "14                    数据产品经理（中台）   \n",
       "15                        民航产品经理   \n",
       "16                    产品经理（商品中心）   \n",
       "17            产品经理（预售，员工分销）-国企正编   \n",
       "18                          产品经理   \n",
       "19  AI应用产品经理（推荐、预测类，实操算法、应用场景设计）   \n",
       "20                    产品经理（商品中心）   \n",
       "21                     AI应用产品经理    \n",
       "22                          产品经理   \n",
       "23                          产品经理   \n",
       "24                          产品经理   \n",
       "25                          产品经理   \n",
       "26                        高级产品经理   \n",
       "27                        高级产品经理   \n",
       "28                         产品经理岗   \n",
       "29                    产品经理（数据方向）   \n",
       "30                          产品经理   \n",
       "31                      垂直电商产品经理   \n",
       "32                  产品经理(J11093)   \n",
       "33                      海外软件产品经理   \n",
       "34         产品经理-安全方向（广州）(J11694)   \n",
       "35                          产品经理   \n",
       "36                          产品经理   \n",
       "37                       物联网产品经理   \n",
       "38                        照明产品经理   \n",
       "39                    产品经理（c端经验）   \n",
       "\n",
       "                                           job.labels  job.salary  job.dq  \\\n",
       "0                                                  []      20-35k  广州-荔湾区   \n",
       "1                                              [数据分析]      10-15k  广州-海珠区   \n",
       "2    [社交产品, 工具产品, 平台产品, 社交网络, 产品设计, 流程设计, 产品规划, 团队管理]      10-15k  广州-海珠区   \n",
       "3                                                  []      25-35k      广州   \n",
       "4                                                  []  12-20k·13薪      广州   \n",
       "5                                                  []      10-20k  广州-花都区   \n",
       "6                             [供应链产品, 采购, 物流快递, 产品设计]  20-35k·14薪  广州-番禺区   \n",
       "7               [商业产品, IT互联网, 团队管理, 用户研究, 产品设计, 产品规划]  20-25k·15薪  广州-越秀区   \n",
       "8                    [跨境电商, to C, ERP系统, 数据分析, 供应链产品]      20-30k  广州-越秀区   \n",
       "9                                              [架构设计]      16-35k  广州-海珠区   \n",
       "10  [AI, AI产品, 机器学习, 推荐算法, AI人工智能产品, 回归算法, e2e , A...  16-22k·15薪  广州-白云区   \n",
       "11                                       [c端产品, 数据分析]      20-25k  广州-天河区   \n",
       "12                                              [制造业]  25-30k·16薪      广州   \n",
       "13                                 [用户研究, 产品规划, 数据分析]       8-12k  广州-海珠区   \n",
       "14                    [数据产品, IT互联网, 数据分析, 用户研究, 产品设计]  20-30k·15薪      广州   \n",
       "15  [商业产品, 策略产品, AI人工智能产品, 人工智能, 产品规划, 产品优化, 用户研究,...      15-30k  广州-花都区   \n",
       "16                          [供应链产品, 团队管理, 产品优化, 产品设计]      15-30k  广州-海珠区   \n",
       "17                           [中台产品, 平台产品, 产品优化, 产品设计]      26-30k  广州-海珠区   \n",
       "18                                 [产品设计, b端产品, 需求分析]      10-20k  广州-黄埔区   \n",
       "19  [AI产品, 实操算法, 应用场景设计, AI产品全周期管理, 推荐产品, 预测产品, 算法...  16-22k·15薪  广州-白云区   \n",
       "20                          [供应链产品, 团队管理, 产品优化, 产品设计]      15-30k  广州-海珠区   \n",
       "21                                       [数据产品, 工具产品]  18-19k·15薪      广州   \n",
       "22                                                 []      25-35k      广州   \n",
       "23  [商业产品, 定价/竞价产品, 科研/技术服务, 需求分析, 产品设计, 用户研究, 产品规...  20-50k·13薪  广州-天河区   \n",
       "24                     [平台产品, 产品设计, 团队管理, 产品优化, 用户研究]      15-30k  广州-海珠区   \n",
       "25                         [硬件产品, 智能硬件, 硬件系统集成, 教育行业]      30-60k      广州   \n",
       "26                               [金融产品, to B, web端产品]      40-60k      广州   \n",
       "27                                         [办公软件、工具类]  20-30k·13薪  广州-黄埔区   \n",
       "28                                                 []      18-35k  广州-天河区   \n",
       "29         [数据产品, 策略产品, 数据分析, 产品设计, 需求分析, 用户研究, 产品规划]  15-20k·18薪      广州   \n",
       "30  [产品规划, 策略产品, 通讯/网络设备, 硬件系统集成, to C, 需求分析, 用户研究...  50-80k·16薪      广州   \n",
       "31                       [垂直电商, 美居生活, 母婴类, 儿童品类, O2O]      15-25k      广州   \n",
       "32              [to B, IT互联网, 产品设计, 交互设计, 用户研究, 产品规划]        薪资面议  广州-黄埔区   \n",
       "33                           [海外产品, 产品规划, 产品设计, 竞品分析]  35-65k·16薪  广州-黄埔区   \n",
       "34                           [安全产品, 需求管理, 团队管理, 产品设计]      15-25k  广州-天河区   \n",
       "35                                                 []      15-30k      广州   \n",
       "36                                                 []      15-30k  广州-天河区   \n",
       "37                                            [计算机软件]      12-20k  广州-天河区   \n",
       "38                              [竞品分析, 战略规划咨询, 消费者研究]  20-25k·13薪  广州-白云区   \n",
       "39                                             [to C]      20-40k  广州-天河区   \n",
       "\n",
       "   comp.compScale     comp.compName comp.compIndustry  \n",
       "0        500-999人     李氏大药厂(香港)有限公司                制药  \n",
       "1          50-99人    北京妙趣盒生文化传播有限公司               NaN  \n",
       "2      1000-2000人      广东森宝文化实业有限公司               工艺品  \n",
       "3      2000-5000人         某国内制药上市公司          食品/饮料/酒水  \n",
       "4           1-49人          某贸易进出口公司            贸易/进出口  \n",
       "5          50-99人    广州智都投资控股集团有限公司           其他商务服务业  \n",
       "6        100-499人          某广州互联网公司               互联网  \n",
       "7        100-499人          运营商全资子公司        内容(音视频/阅读)  \n",
       "8        500-999人   文峰荟(广州)企业管理有限公司              电子商务  \n",
       "9      2000-5000人              致景科技              电子商务  \n",
       "10     2000-5000人   某国内大型食品/饮料/酒水公司          食品/饮料/酒水  \n",
       "11       100-499人              丹霄技术              电子商务  \n",
       "12                         某广州互联网公司               互联网  \n",
       "13          1-49人            恒鼎文化传媒             文化艺术业  \n",
       "14       500-999人     某广州大型专业技术服务公司            专业技术服务  \n",
       "15       100-499人              高重科技              人工智能  \n",
       "16       100-499人         某广州IT服务公司              IT服务  \n",
       "17       100-499人         某广州IT服务公司              IT服务  \n",
       "18     2000-5000人              凯普生物                制药  \n",
       "19     2000-5000人   某国内大型食品/饮料/酒水公司          食品/饮料/酒水  \n",
       "20       100-499人         某广州IT服务公司              IT服务  \n",
       "21     2000-5000人          知名港资快消集团          食品/饮料/日化  \n",
       "22       500-999人               一品红                制药  \n",
       "23    5000-10000人              恒赢智航              IT服务  \n",
       "24       100-499人         某广州IT服务公司              IT服务  \n",
       "25    5000-10000人      某广州计算机软件上市公司             计算机软件  \n",
       "26     2000-5000人     某大型基金/证券/期货公司          基金/证券/期货  \n",
       "27    5000-10000人              视源股份             计算机软件  \n",
       "28    5000-10000人        广州银行股份有限公司                银行  \n",
       "29     1000-2000人        某大型知名互联网公司               互联网  \n",
       "30                 某深圳电子/半导体/集成电路公司       电子/半导体/集成电路  \n",
       "31       100-499人         某宁波电子商务公司              电子商务  \n",
       "32     2000-5000人              汤臣倍健          食品/饮料/酒水  \n",
       "33    5000-10000人         某广州知名上市公司             计算机软件  \n",
       "34    5000-10000人      建信金融科技有限责任公司             计算机软件  \n",
       "35       100-499人             某安防公司              智能安防  \n",
       "36       100-499人           某国内制药公司                制药  \n",
       "37       500-999人              越亮传奇               互联网  \n",
       "38                            泰容亿科技              电子商务  \n",
       "39         50-99人          某广州互联网公司               互联网  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_职位 = df[['job.title','job.labels','job.salary','job.dq','comp.compScale','comp.compName','comp.compIndustry']]\n",
    "df_职位"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "e38c78d3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理                          107\n",
       "高级产品经理                         17\n",
       "金融产品经理                         14\n",
       "销售代表                            9\n",
       "产品专员/助理                         7\n",
       "                             ... \n",
       "跨境电商运营                          1\n",
       "（储备）产品开发工程师【20-22届-往届校招硕士】      1\n",
       "网络推广专员                          1\n",
       "高级课程顾问                          1\n",
       "照明产品经理                          1\n",
       "Name: job.title, Length: 580, dtype: int64"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_title = df_产品经理_广州['job.title'].value_counts()\n",
    "df_产品经理_title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "ad906a35",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理        107\n",
       "高级产品经理       17\n",
       "金融产品经理       14\n",
       "销售代表          9\n",
       "产品专员/助理       7\n",
       "电话销售          6\n",
       "数据产品经理        6\n",
       "医药产品经理        5\n",
       "销售顾问          5\n",
       "产品策划          4\n",
       "助理产品经理        4\n",
       "电商产品经理        4\n",
       "智能硬件产品经理      3\n",
       "销售专员          3\n",
       "产品经理/主管       3\n",
       "销售            3\n",
       "生产跟单          3\n",
       "产品实习生         3\n",
       "软件产品经理        3\n",
       "医疗器械销售代表      3\n",
       "产品专员          3\n",
       "Name: job.title, dtype: int64"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_title = df_产品经理_title[df_产品经理_title>2]\n",
    "df_产品经理_title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "20e952da",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理        107\n",
       "高级产品经理       17\n",
       "金融产品经理       14\n",
       "销售代表          9\n",
       "产品专员/助理       7\n",
       "电话销售          6\n",
       "数据产品经理        6\n",
       "医药产品经理        5\n",
       "销售顾问          5\n",
       "产品策划          4\n",
       "助理产品经理        4\n",
       "电商产品经理        4\n",
       "智能硬件产品经理      3\n",
       "销售专员          3\n",
       "产品经理/主管       3\n",
       "销售            3\n",
       "生产跟单          3\n",
       "产品实习生         3\n",
       "软件产品经理        3\n",
       "医疗器械销售代表      3\n",
       "产品专员          3\n",
       "Name: job.title, dtype: int64"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_title[df_产品经理_title>2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fadb296c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "93718fea",
   "metadata": {},
   "source": [
    "### 2、区域分析（可以做地图）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "211990af",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "广州        283\n",
       "广州-天河区    151\n",
       "广州-黄埔区     91\n",
       "广州-海珠区     70\n",
       "广州-越秀区     68\n",
       "广州-番禺区     65\n",
       "广州-白云区     32\n",
       "广州-南沙区     12\n",
       "广州-花都区     11\n",
       "广州-荔湾区      9\n",
       "广州-增城区      8\n",
       "Name: job.dq, dtype: int64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_广州['job.dq'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "57e5bd83",
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid syntax (3717481808.py, line 1)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;36m  File \u001b[1;32m\"C:\\Users\\13642224036\\AppData\\Local\\Temp\\ipykernel_15804\\3717481808.py\"\u001b[1;36m, line \u001b[1;32m1\u001b[0m\n\u001b[1;33m    df_地区_广州 = [i:[2:] for i in df_地区[1:]]\u001b[0m\n\u001b[1;37m                 ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m invalid syntax\n"
     ]
    }
   ],
   "source": [
    "df_地区_广州 = [i:[2:] for i in df_地区[1:]]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "80190a40",
   "metadata": {},
   "source": [
    "### 3、公司分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "0a4b750d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SHEIN               15\n",
       "广发证券股份有限公司广州分公司     12\n",
       "某广州IT服务公司           12\n",
       "广发证券                10\n",
       "百度(中国)有限公司广州分公司      9\n",
       "                    ..\n",
       "中青华腾(广东)企业服务有限公司     1\n",
       "广东通海药业有限公司           1\n",
       "广东搜好车科技有限公司          1\n",
       "深圳今日头条科技有限公司         1\n",
       "越亮传奇                 1\n",
       "Name: comp.compName, Length: 524, dtype: int64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_广州['comp.compName'].value_counts()"
   ]
  }
 ],
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